{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Direction</th>\n",
       "      <th>District</th>\n",
       "      <th>Elevator</th>\n",
       "      <th>Floor</th>\n",
       "      <th>Garden</th>\n",
       "      <th>Id</th>\n",
       "      <th>Layout</th>\n",
       "      <th>Price</th>\n",
       "      <th>Region</th>\n",
       "      <th>Renovation</th>\n",
       "      <th>Size</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>东西</td>\n",
       "      <td>灯市口</td>\n",
       "      <td>未知</td>\n",
       "      <td>6</td>\n",
       "      <td>锡拉胡同21号院</td>\n",
       "      <td>101102647043</td>\n",
       "      <td>3室1厅</td>\n",
       "      <td>780.0</td>\n",
       "      <td>东城</td>\n",
       "      <td>精装</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>南北</td>\n",
       "      <td>东单</td>\n",
       "      <td>无电梯</td>\n",
       "      <td>6</td>\n",
       "      <td>东华门大街</td>\n",
       "      <td>101102650978</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>705.0</td>\n",
       "      <td>东城</td>\n",
       "      <td>精装</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>南西</td>\n",
       "      <td>崇文门</td>\n",
       "      <td>有电梯</td>\n",
       "      <td>16</td>\n",
       "      <td>新世界中心</td>\n",
       "      <td>101102672743</td>\n",
       "      <td>3室1厅</td>\n",
       "      <td>1400.0</td>\n",
       "      <td>东城</td>\n",
       "      <td>其他</td>\n",
       "      <td>210.0</td>\n",
       "      <td>1996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>南</td>\n",
       "      <td>崇文门</td>\n",
       "      <td>未知</td>\n",
       "      <td>7</td>\n",
       "      <td>兴隆都市馨园</td>\n",
       "      <td>101102577410</td>\n",
       "      <td>1室1厅</td>\n",
       "      <td>420.0</td>\n",
       "      <td>东城</td>\n",
       "      <td>精装</td>\n",
       "      <td>39.0</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>南</td>\n",
       "      <td>陶然亭</td>\n",
       "      <td>有电梯</td>\n",
       "      <td>19</td>\n",
       "      <td>中海紫御公馆</td>\n",
       "      <td>101102574696</td>\n",
       "      <td>2室2厅</td>\n",
       "      <td>998.0</td>\n",
       "      <td>东城</td>\n",
       "      <td>精装</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Direction District Elevator  Floor    Garden            Id Layout   Price  \\\n",
       "0        东西      灯市口       未知      6  锡拉胡同21号院  101102647043   3室1厅   780.0   \n",
       "1        南北       东单      无电梯      6     东华门大街  101102650978   2室1厅   705.0   \n",
       "2        南西      崇文门      有电梯     16     新世界中心  101102672743   3室1厅  1400.0   \n",
       "3         南      崇文门       未知      7    兴隆都市馨园  101102577410   1室1厅   420.0   \n",
       "4         南      陶然亭      有电梯     19    中海紫御公馆  101102574696   2室2厅   998.0   \n",
       "\n",
       "  Region Renovation   Size  Year  \n",
       "0     东城         精装   75.0  1988  \n",
       "1     东城         精装   60.0  1988  \n",
       "2     东城         其他  210.0  1996  \n",
       "3     东城         精装   39.0  2004  \n",
       "4     东城         精装   90.0  2010  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "f = open('清洗后的数据.csv')\n",
    "file = pd.read_csv(f, encoding = 'utf-8')\n",
    "file.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "朝向分布的统计分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "directions = file[['Id', 'Direction']].groupby('Direction').count()\n",
    "xlist = list(directions.index)\n",
    "ylist = list(directions['Id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']='SimHei'#设置中文显示\n",
    "plt.figure(figsize=(12,12))#将画布设定为正方形，则绘制的饼图是正圆\n",
    "plt.pie(ylist,labels=xlist,autopct='%1.1f%%')#绘制饼图\n",
    "plt.title('朝向分布统计情况')#绘制标题\n",
    "plt.savefig('./2.1朝向分布统计情况.jpg')#保存图片\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "有无电梯统计分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "directions = file[['Id', 'Elevator']].groupby('Elevator').count()\n",
    "xlist = list(directions.index)\n",
    "ylist = list(directions['Id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,12))#将画布设定为正方形，则绘制的饼图是正圆\n",
    "plt.pie(ylist,labels=xlist,autopct='%1.1f%%')#绘制饼图\n",
    "plt.title('有无电梯分布统计情况')#绘制标题\n",
    "plt.savefig('./2.2有无电梯分布统计情况.jpg')#保存图片\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "房间类型统计分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "directions = file[['Id', 'Layout']].groupby('Layout').count()\n",
    "xlist = list(directions.index)\n",
    "ylist = list(directions['Id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqMAAAKtCAYAAAATlWcYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xl4XHXd/vH3dyZLs3Zvp6UrhdICA2GHQoGwqMhPUXgEV0AsIIoiiFB2EFQUBFF8VPYgyqo+KPs23YC2QBlaoPuepumeJs0+mc/vj3NS0zRNU5rJyXK/ritXMmfOOfOZUJI739WZGSIiIiIiQQgFXYCIiIiI9FwKoyIiIiISGIVREREREQmMwqiIiIiIBEZhVEREREQCozAqIinnnEt3zg3soNdyHfE6IiLSPhRGRaQjfB/4/a6edM790jk31v+6l3Mu3NrNnHMHOee+63/9Nefcg/7XXwL+t9m52c65tGbHMpp8Pdw59/4uXmec/3lf59wprdXknxdyzk11zo3czXknOOdymjzOdM497JxLb+HcE51zP2rh+DPOuc/t4v4fOedGOudynHPDnHMR59wfnXM/9b8e0fg9af69ERHpaPohJCLtzg9aU5scygZGNwt995nZX/2vS4FnnHMTgPeAeudcwn8uA8gws3FNrq0CfuGcWwLUA7XOuWzgN8BVzcr5OfAl51wWsAo4EviPc+4PwKXAlUBtC+/hTODXzrkoYMADzrlDzKyqlbd+BpBtZit3dYL/vXkGOMM59zHgzKzWOVcBjAfm+mG53ryFoD8BHnLObTCzp5rcqs7/aEm5/9x44GK879HRwAHAaCATuAFYD7zinPujmf3LD/WnApub3OsA4Cwze6uV9y0i8pkpjIpIKjQAA8xsVEtPOucuB/r5X98K3APM9oPeQc3OHQU83+RxJrAS+DFwPLDAf+po4C28cJVpZrUAZna1c+4DYD/gV8ASM/uac+5YvJCWxAubTV8zBNwC3OAHwuXOuZeA3wGXNDnvOOBJYBuQAMYCa51z8aa3w/tZ+0MzmwL8CPgTUAF8HbjcOdcLSAeO9EcZZAJnA6vNbJNz7n+Ae51zT9tudipxzv0F7/t/A/AycAxeOB0E5AG9gBIzW+9fcgvwvF9zPXCzmT3R5H5T/OMiIimhMCoiqZBswzmNoWoSXhd+vxa6y38CFLNjWHwe6IsXkPKBKLAWL5hWAjOATOfcaUAf4It4raG9gYuAXOfcZcDqVmq7GthqZs83OXY9MNM591vgavO8C4wCcM59A7jIzE53zj0E/Lh5K6pz7kTgMrxhC88AD5nZcc65O4FMM7vSOdffzDbt8I0ym+ucO60NQXQgcCBeGF0BFOKF33q8VuBi4EUg5Jzbz8yWmNnbzrkb/Gt29d9NW/WJSMoojIpIKhgQcc7NaHJsILChyeM/+p8TeCEoF5hhZj8BcM49BmTtdGOzL/jPHwA8BvwZL0iVAhOBn5jZfP+cfLwu+GHAIqDGr60W7+ffTj8DnXOn4oXg45u97jZ/3OjrwDTn3CQzW+hfMwq4HTjdP72QlgNcBXAvXjBcCDzinLsS6G9mFzvn9gHedM59w8w+dM79BC+s9wMu8kNjtn/v0cBRfvd+JvALYB0wF691+Qm8VtFz/e/PVryW0a/jzReYASzx39tf/Pexq7G6ml8gIimjMCoiqZABbMFrYWxUhNcaONt/nO6cG9Dk+STwDefcCf7jUXiBagfOuWPwWjj3x+syPwg41czucM6djNfl/ICZ3W1mq5xz/wZuxQt1pcAvzOwR51wE2IQXtJL+vfOAB4CbgHf9caYOr5sbvFD4E+AovICHc24IXmvjSOBffjf7MLxWVANGAN8xsxf9gLkROB84CRiMN0Sh1B9KMB74B/B351zUzH4H/M4P5kkzm9jk+/AEXsvqlCbHPge86n9PMLPnnXPfBPZp9m38o5k90+S6XGAIUALc4Zz7DV5w7o/XwlrT/L+DiEh7URgVkVToi9dlPsp//GfgcrxW0MZjGXhjP5t6slnLaEuygefM7HX/vD54raqY2RTn3NF4wQrnXH+88Pt3P5j2wmt5TDOzUudcFV5L53z/+grn3HgzqwMe9kPZGjO7z7/fK8ACM3vAf3wo8E/gPuAaMyvwjy8BjjGzGv991DWp53X/8RTgJbwW4/vxWkz/hjfhKMvMGidwNdrt0Acze81/naaTuA7Fa4lt8B+fDQxodulPgYFmdrlzrtav72Pg22Z24e5eV0RkbyiMikgqjAHiZvaUPzP8r+zYSgpwpR8QGx+31BXc0pqhfwAqnXO3+I9HAYOaDAlweONCrzKzN51zk4B3nHMhPxxOAe4AJptZuXPuZ8Csxpv7QbTRScAVTR7vgzfustFW4Hoze9o5d00LtW6/rf+5DHgWb8WAuXgTlBr8FuLt40TNbEtLN3HOfQsvWO/JGM4EXiBtDLPDgGVN7jkUr4W5wD90IE0mjImIpJrCqIikwheAaf7X3wSeMLPvNj7pnHuNJuHLVwOc0mQSUybemNAdmNnBTe4zAHgbrzu/xMxubKGWeXjhr845l8Trau/lT3BqfJ2v4y2htJ1z7iwgbGYzmxweAqxpUssKvG5saCFM+0G8P14gxMwagJv8ZajOwBuWUIQX3pc2uS7XzLY1u90VeC3A/wSqW3ifrTm32XuY1uTxvcC9ZrbBOTcIb9zrD4AJTeoZBaxtXKFARKQ9KYyKSLtyzvUDvgcc6o/hvAE42X9uPF639GF4E3jAW9IoZGb/Bv7dwv0OxQ9zTY6F8WbJ34nX4voi8Fvn3KvAbWb2TuO5/hJGTQPst4Fxuwiujeechbd4/lf8x/n+PWpaCWSZTb5O89/XXLzxpnP9+0zE69KP4HXXP4W3XNSfzcz8Mabp/nuZYmZ/9+83Aq/F90wza0sQzeC/4dgBJzd2+zvnLvVfA+fcIXgtot/xg+hLwK/NrMqvpfE9XY3XInxnG15bRGSPKIyKSHsbBNyNNxP+HuArZtbYmnge3uSfm5qEujy88LQTf33Nx4G7/Mch4FG87vPpwFfNbJF/+pX+BJ7fO+f64rXsjcabOFXR5Lb5QIZz7gtNjmXhhbDHnXP3AacBXzazD/znv4836ej6Vt730CZfp+P9fB1rZk3X6PwQuA54w++e/wPeGNh7/OfjwEd4QfKmJtfdA0xptlRUBjsG4KZCfg2N5wHeblR467NeDtuXjDoM74+FJ4G7zaxxp6z5wGHOuTl4a5Oe0cp7FxH5zNyeDT0SEek4/oSjsJlVNjl2ILCitZ2QnHMjW9sFaTevmYfXApryhd79YQblzcapdjjnbSQwxB92ICLSoRRGRURERCQwWshYRERERAKjMCoiIiIigVEYFREREZHAKIyKiIiISGAURkVEREQkMAqjIiIiIhIYhVERERERCYzCqIiIiIgERmFURERERAKjMCoiIiIigVEYFREREZHAKIyKiIiISGAURkVEREQkMAqjIiIiIhIYhVERERERCYzCqIiIiIgERmFURERERAKjMCoiIiIigVEYFREREZHAKIyKiIiISGAURkVEREQkMAqjIiIiIhIYhVERERERCYzCqIiIiIgERmFURERERAKjMCoiIiIigVEYFREREZHAKIyKiIiISGAURkVEREQkMAqjIiIiIhIYhVERERERCYzCqIiIiIgERmFURERERAKjMCoiIiIigVEYFREREZHAKIyKiIiISGAURkVEREQkMAqjIiIiIhIYhVERERERCYzCqIiIiIgERmFURERERAKjMCoiIiIigVEYFREREZHAKIyKiIiISGAURkVEREQkMAqjIiIiIhIYhVERERERCYzCqIiIiIgERmFURERERAKjMCoiIiIigVEYFREREZHAKIyKiIiISGAURkVEREQkMAqjIiIiIhIYhVERERERCYzCqIiIiIgERmFURERERAKjMCoiIiIigVEYFREREZHAKIyKiIiISGAURkVEREQkMAqjIiIiIhIYhVERERERCYzCqIiIiIgERmFURERERAKjMCoiIiIigVEYFREREZHApAVdgIhIR4rE4jnAQP9jANAHyG3ykQdkA1nNPjJp+x/w9UBVs4/KFo5tAzYBG4ENwMbSwoL6vX2PIiJdiTOzoGsQEdkrkVg8BAwFRgKjgH2AQfw3dDb9yA6myjbbih9M/c+NX5cAKxs/SgsLNgdWoYhIO1IYFZEuIRKLDwf2xQubI5t9Hg6kB1RaULbRJJz6Hyv8jwWlhQVbA6tMRGQPKIyKSKcRicUdXrg8sNnHeLzuc2m7EmA+8GmTz5+WFhZsCLQqEZFmFEZFJBCRWLwvcCRwOHAQXugcB+QEWVcPsJH/htOPgPeAuaWFBXWBViUiPZbCqIiknD9p6HDgqCYfYwItSpqqA+bhBdP3/Y9PSgsLEoFWJSI9gsKoiLQrfzLRIcAEvNB5JF43ezjIumSPVQNxvGD6LjC1tLCgJNiSRKQ7UhgVkb3ih89DgZP9j4lA3wBLktRZAkxt/CgtLFgVcD0i0g0ojIrIHvHDZwE7hs8+AZYkwVnBjuF0WbDliEhXpDAqIrsVicX3Ab7of5yMwqe0bBXwMvAS8GZpYUFlwPWISBegMCoiO/FbP4/FC59n4rWEiuyJWrwW05eAF0sLC5YEXI+IdFIKoyICQCQW7wd8Hi98fgHoH2xF0s0swQumLwFTSgsLagOuR0Q6CYVRkR4sEotHgP8BvgYcj2a8S8fYBrwAPAO8XFpYUBNwPSISIIVRkR4mEosPwgug5+JNPgoFW5H0cNuA/wDPomAq0iMpjIr0AJFYfABwDl4APQm1gErnVIHXYqpgKtKDKIyKdFORWDwXr/v9m0AhCqDStVQA/wYew5uZr19WIt2UwqhINxOJxScCF+EFUe3zLt3BSuBx4DGtZSrS/SiMinQD/jqgFwAXAvsHW41IyhgwDXgEeK60sKAq4HpEpB0ojIp0UZFYPAM4C68V9HTUDS89SwXebPxHSwsL3g66GBH57BRGRbqYSCw+GvghXiuo1gIVgfnA/cDjpYUF24IuRkT2jMKoSBcRicVPBX4M/D+0HJNIS7biTXi6Xzs+iXQdCqMinVgkFs8GzgcuBw4KuByRrsKAV4A/AK9oJr5I56YwKtIJRWLxUXgB9CKgb7DViHRpi4E/4o0tLQ+6mM7AOdcfKDOzhna4VxhImsKE7AWFUZFOJBKLHwdcC3wJdcWLtKdtwIPAb0sLC9YEXUyQnHMPAy8BLwIhM9tpVQLn3L7AeDN70Tl3M/AtYEMLt0sDvmxm61NZs3RvCqMinUAkFv8ccD3e7kgikjp1eGuW/rq7jit1zvUGnsJbYaMS7w/c14DG95uB98fuYCAJZANHmNl6P6geCEzBGyJ0JN5yWnXAWv/6g8xsSCuvn2Fmde38tqQbUxgVCUgkFnfAV4DrgKMCLkekp2kAngN+VVpY8FHQxbQn59wPgMVm9rpz7jHgOOBd4E/A94CJeJO9ABwwAlgNrAM2AZcCjwIfAv8LXAasB/5mZg3OuVlmdoxzbgResE/iBd1Lzcycc1OBXkAe0A9Y4b/WSP+cf6fw7UsXpDAq0sEisXga8A1gMl4LhIgE62Xgl6WFBTOCLqQ9Oef64i17VWZm45xz5wF3Au8Az+KF0vVm9mvn3Djg78CNwBq8cbbPAF/GC6vZQCbwCXAM3q5YWXhd9+cAfwauNbO5TV7/ZOB/zOxy//EfgJfM7OUUv3XpYtKCLkCkp4jE4pl4E5J+BowOuBwR+a8zgDMisfgM4I7SwoJXgy6onRwOLIDtE42uxuuaPwtvibgwkOGc+ypQA9TihUsHVAEDgY3AW8BS4ErgLuA+//MjjROX/ElRG3dTT7r/OiI7UMuoSIpFYvEw8F3gFmBYwOWIyO5NB67vyi2lzrl+eONEzwGKzOxk59zRwLeBKPARXtf9/cBtQDFwMV53/BpgAl4L6iQg4R/PBXLwxo9W440hNbyAO8bMspvVcDJ+y6hzLh1vG9c/mNns1L1z6YoURkVSxB8T+jXgdmBswOWIyJ57GS+UxoMuZE845zLwar/THzc6BW+C5O3AvnjjOfvghcwFeEFzP7yJTUm8saNR/3MDXlC9FCgC/oL3h/XtZvaYP+v+abw8caT/+uPxhgPcC/wPcCvemNQEXstrmP9OhhoLnNy0e196Hi0dI5ICkVj888D7eD+kFURFuqYzgDmRWPzpSCzelf4//h5eF/0NfhAdCLxnZqcCJUAFXgCt9D8OxBv/+b94S2AtxAuhP8LrzTkGbzzpIXghdwjwM//eH+BNdko459Kdc2PwuvB7NxZjZhvNLMvM8oCf47WOHmtmxwJvA/Wp+1ZIV6CWUZF25K8T+iu0RJNId5PAaxm8rbSwYHXQxewJ59xHeK2cAEcA7+H9jFqI1+o5Dm9zjTVAOV4raQj4FG+s6H54QxeGAR8DvwZOAb6IN47U8LruF+OF2zq8MJwEnmycwOTXMgnoa2Z3+S24/wYuM7PlKXr70gUojIq0g0gsfjDwS7zF6kWk+6rFWyLp9tLCgs1BF7MnnHNX4rWIHgN8xcxGOOdygbl440E343XB3483JrQeL1wOB1bhtbDm43XzT8Gb6DQKb4ms08zsCOfcA8BX8ZZ0wr/e+dc4vOD6mJld7C8BdRhel31vtARUj6UwKrIXIrH4AOAOvEH+4YDLEZGO0xjc/lRaWLDX22p2FOecw5tw9JSZnewfexhvLdJRwHK8ZZpux2tN3YYXSsPAPngTmLLNLN0592W8IHov8FNgKl7YHIEXQmvxWlK/iNeyvAoowJt1vx5vXOoUvJZWLQHVg2nMqMhnEInF0yKx+I+BRXgD+xVERXqWfsAfgHgkFj816GLayjylzQ4fxH8nK/UHLsFrKR2N1zVfgBccB+D9rAs75zYBT+ItEXk3Xpd8Ll6u2KfJvWuAZcAXzOwE4BXgZTM72h9HekYLZWoJqB5G64zKTvz14srMbK//2nfOpZlZoh3K6jQisfjpwO/QgvUiAgcDb0Ri8eeBn5YWFiwNuqA94ZwbiNfy+RW8QHob3jqkjWuMDsYbNzoCLyC+ircs1Id4k57+BJyGFyCT/kcGMNR/fjheiH3KObcZb3zqm/5rN/5+aP7HfA5ey6r0EOqml534XTYvmdk/2nj+Q8DReAPfmwuZ2YT2rC8okVh8DHAP3o4kIiLN1eL9oXpHaWHBtqCLaYtm40gvAQbhtXAux2vl3IoXKivwAupmvOWdRgLz8FpNT/fPyTezpHOuDm/c6E14q4pcgtdNn/DPS+J9r8DbIaov3qz87/rnbwMKzaw6hW9dOhGF0R7IOdcbeArvr9FK4Fq8xZGX+Kdk4P0QauwmOQA4wszWO+cGA8+Z2cQm97sfb/xRl10gujWRWDwXuAFv1mhmwOWISOe3Fm9dz6LSwoJO/0u2yTjSBWbWxz9WhrdG6Ca8xe8d/52AtA5vhyYD4njriH6EF06zgPH+x1/xJkcdBrxgZrc55z4EHjKzPzZ5/ZNpMmZUeh510/dM3wLu8RdD/hPewPUpeN0ttc3ODQE/AZL+PsdFeF0ozYWccyEzSzY92NW76SOx+DnA7/G6nERE2mII3tqb34vE4peUFhbMD7qg1vhbepZ6mXR71306XkPFvngtlWvxFqw/Cvi7mV3nnIsBETNb5Jx7A69V+E68JZ5W4mWM4XhB9UJ/V6iBwHx/Wad620WLmHMuzS+ty0wOk89OLaM9nHPuOeBuM5vpnDsP+D7eX8HvAROB9Wb2a//cfLy/jJ9vnIXpH78fr/ulcV25kXhdO2V4P4xOMbO6DntT7SASi+8D/BFv7JSIyGdVh7f28C9LCws69c9B59wUf9vQn+KtEPI6Xg9ZFK/7fgTe0k5xvGA6Am+y0qfANLyxo7cBV+P1sJXitZA+h9dCGvbv9SbwTbwW012FzXTgBjN7pd3fqHQ6CqM9mHPuOOAOMzvVORcGZuL9FfwJ3g+NXLwfPIVmtqLJdVOahdEHgIfNbJb/+EZghplN6aC30m78LTwvw/vlkR9wOSLSfSwALiktLJgedCG745z7Nl6P0Ad4YRq8Lvkw3gSkjcD5ZtbYwpnA+5l5Pl73fT1ej9oSvCFgjY0SS5xzNwPTuuLvB0kdhdEeyu8ueQ04x8xW+seOxhsfdD6w1Mwed84dizezfkGTa5uH0ZeBH5vZYv9xlwyjkVj8IOABoFtMuBKRTseAh4BrSgsLyoIupi38YPoddr1lZybez//5/vkOCJtZwjl3NV6YfdjMKp1zt+BtVXqKmS3Zxf2kB1IY7YH8v2RfBu40s9f9YxPwFjmuxmsdrcXbGq4XcLOZvdPk+uZh9BPgsMau+K4WRiOxeCbeBKVr8bqWRERSqRS4orSw4JmgC0mlpsHUfzwIqDQzLdskO9AEpp7pe3jjO29wzt2AN3Hpn2Z2KoD/12ypmT3hP053zoVbGkjunNsPWNdsTGiX2UwhEotPBB7EWzFARKQjRICnI7H4d4DvlxYWrAm6oFTwJyclmjxeH2A50ompZVRwzp0GXMN/xwY1lwH8ysxiLVx7NbDJzB71H3eJbhi/NfQXeMs1dZnwLCLdThnwo9LCgieCLkQkKAqjsle6YjdMJBY/FHgCb+cUEZHO4B/AZaWFBRuCLkSko6lFSPaKv8/xDt0wnTWIRmLxUCQWvxaYjYKoiHQu5wAf3/HW+V8IuhCRjqYwKj1CJBYfjbew/51okpKIdEJDbM2S43j75TffGvPwm2+NyQ26HpGOojAq3V4kFr8IbweQibs7V0QkCCFrWHsr1x/oP7zIkqHYgsmvHxloUSIdRGFUuq1ILD4gEov/C3gYyAu6HhGRFpnZD/ldSS7b+jQeylh01qZcer1bPHn6jcWTp+t3tXRr+gcu3ZK/ZFMc+ErQtYiItOYA5k87lneOaHycLB/61uhVXz4db/nF24G3iidPHxpYgSIpptn00q3423leA9yB1tEVkU4uzeqXP8D5kUzqsgAsGV427K17M3OT+fs0O3UjcMGwOye+1PFViqSWWkal24jE4v2A/+BNUlIQFZHOzSxxLbdXbw+iRl3enMvWtBBEAQYALxRPnv7r4snT9fNNuhWFUekWIrH4scCHwJlB1yIi0hZH8+6MA/mkcdISrrTgzX02H9naRMvGnp+pxZOntxRYRbokhVHp8iKx+JXANGBE0LWIiLRFL6v69HLuPaHxcbIu64PR8354QmvXNDEB+HDVtVNOSU11Ih1LYVS6rEgs3icSi/8TuAdID7oeEZE2Mau+lRuywiTTvIdsGTTruvQM0tu86oeZ9Xt3/X9+/fgXz7hs/rjxLnXFiqSewqh0SZFYPAp8AHw16FpERPbE53lx9nBWjW58nL74S7P6V484ZE/usXLbJzPWbluYftjy1XcB/5w/bnx+uxcq0kEURqXLicTiZwPvAvsGXYuIyJ7It7I53+HRExsfJ7cNmjJ6xdmn78k9KhNbZ8/a8OIBxy8qzU+zhhy8JexmzR83/oD2rlekIyiMSpcRicVdJBb/OfAckBN0PSIie8Ss7HauHeK8iUhYMrRi+Kwb9g3hwm29RdIaVr665rExhxSXL8+trRzd5KlxwKz7vnHgHgVbkc5AYVS6hEgsngv8C7gJ/we5iEhX8k0e/3QAG4cAmJHI/fDSVbkNvds88dLMqt9c+7ea/lsq5gzbvOG45s9vyGfhQ58PvRQtiv6sPesWSTWFUen0IrH4SOAd4KygaxER+SwituadM/n3hMbHbv3BbwzbdMyJrV3T3MdlMz6o2rZ2w2ErVu80i74uzNKrJ4XH41wa8JtoUbQoWhTNbIfSRVJOYVQ6tUgsfjzwHhANuhYRkc/CWUPpbVy/fT1Rq+8VH/3Rj3dq2WzNptq10+dveWfw8YtWj3PYDt36BmXXXhROq850TWfjnw9MiRZFI3tXvUjqKYxKpxWJxS8A3gIGBl2LiMhn9QN+X5zLtj4AZmwdOGsyGWT0buv19cm6T98q+du4Y5ZuqMtM1A1o+pxBw31nhZauGeBGtnDpscB70aJowd69A5HUUhiVTsmfqPQYkBFwKSIin9n+tmDaBGYc2fg4fekX3u1fNarN4dDMtry65tG8MesqPulXWX5Q8+ffLHAz3jkwdEQrtxgGTI0WRU/ds8pFOo4zs6BrENkuEounAX8Gvhd0LSIieyPN6pc/wAWDM6nNBkhWDph2wNu/mRAi1Ka95c0sOXPDC3PKN3xcNmHx8tOaP796AG//9OK049tYTh3w3XkXzPt729+BSMdQy6h0GpFYPBv4PxRERaSrM2u4hjuqGoOoJUOrh8+6YURbgyhAcdXC6SXln3LMklU7bRNancGnk78bbq1FtLkM4IloUfTqPbhGpEMojEqnEInFBwAx4MygaxER2VtHMWv6QXx8EIAZDbkfXbQ0N9F3VFuvr05UvP/Oun+POX5RyeCwNfRq+lzSsf6qSeG+9Wmu166u3wUH3BUtit4TLYpqiTzpNBRGJXCRWHxfvKWbjg66FhGRvZVp1fN/xG+3t2a6jePeGLbhhJPben3SGopfKX502OGrNq/Nqase3vQ5g7pfnhtat6m3G7IXJV4JPBktimpMvnQKCqMSqEgsfgReEN0/6FpERPaaWfUt3JgRJpkGYImMuaM+vKrNf2ibWe2U0qfKB23a+nGkbPNRzZ//5wQ3a+6+ofZY6u484JVoUbTNs/pFUkVhVAITicU/B0wBBgdciohIu/gcL80eyYoxAGZUDJh9TSKTjL5tvX7+1pmzK8tXb4iuXr3T7Pf5w5j29Enhie1YbiEwLVoUHdqO9xTZYwqjEohILH4O8AKQG3QtIiLtId/K5pzPI9t3VUpfcerbA7btd3hbr99Su27GJ5umDTx+4epDXbNtj8uziN/2rfCEXV27Fw4B3o0WRcel4N4ibaIwKh0uEot/E3gaSA+6FhGRdmG29edMHtIYIq2q74zRi7/V5rU9E8n6hW+WPLHvsUvWufRkfZ8dngtRfNXF4eHJkGvzTPw9NAJvt6ad1jEV6QgKo9KhIrH4d4G/AuHdnSsi0lV8nSc+HsiGIQBmrmTorBuHhgi16Q9uM9v6WsljmWOv9Rd9AAAgAElEQVRLypb0qd52wA7PQeXN3w5Xlue4/qmou4nBQCxaFD0kxa8jshOFUekwkVj8+8DD6N+diHQjg23tu1/i/44HMCOZM/eCBfn1/fdty7VmZu9tfGVhxpYNS0ZvWHdi8+cfOT00d8k+7oCWrk2BgcBb0aLoYR30eiKAQoF0kEgs/hPgTzQbByUi0pU5S667jeu2j7d0m/d7Y/i6k09p6/Ul1Uunrimba0ctXXlS8+dm7++mvnpk6Lj2qrWN+gNvRouiR+72TJF2ojAqKReJxScD9wZdh4hIe7uM36/Oo6IvgCXSPxk15+o2h7iahso575T+c+Txi4qHh7AduvQ35DP77nNCO7WUdpC+wBvRougxAb2+9DAKo5JSkVj8VuBXQdchItLe9rOF045n+pEAZlT2f+/q6kzr1a8t1yYtufbV4kcGHb58Y1lWfe0OSyvVhVl69aTweJwLsiepN/BatCiaihn8IjtQGJWUicTidwC3BF2HiEh7C1v9yuu4bfve8OmrTpw+sOKANrWKmln9tNJnNkXWb144qKJsh/GZBmXXXhROq850ee1d82eQD7waLYoG1UIrPYTCqKREJBa/Hrgh6DpERNqdWcM1/KKiF7U5AFbT+91RCy8sbOvli8rff6eybPmGA9es2WHpJ4OG+84KLV0zwI1s75L3Qi7wcrQo2ub3J7KnFEal3UVi8R8Dvwi6DhGRVDiS2dMPZt7BAGZu3dCZNw4IE8psy7Vb6za+PW/jW/0mLF6101afbxa4Ge8cGDqipesClg28GC2KtufuTyLbKYxKu4rE4t8Dfhd0HSIiqZBp1fN/xG8bl3GynE+++XF+3cD923JtQ7J+yRtrHh8+YXFpdlqyYYfd51YP4O0HzgjvNKO+E8kC/hMtihYEXYh0Pwqj0m4isfjXgQfQ8k0i0h2Z1dzCjRlpNKQDuLJRbwwvOb1NuyyZWcXrJX9lXPGm4ryayjFNn6vO4NPJ3w13xhbR5nrjjSFtU/gWaSuFUWkXkVj8y3g7K+nflIh0S6fxyqyRrBgDYA1pC0d+cE2bWwnnbHr9k16bSlaM2LRhh9npScf6qyaF+9anuV7tXW+KDAJejxZFhwVdiHQfCg6y1yKx+GnAM0Cq9k0WEQlUnm398EIeOhHAjOr+719Z1iuZPbAt15ZWL5+6evOc5OHLV+8wCcig7pfnhtZt6u2GpKLmFBqJt+xTqrcolR5CYVT2SiQWPwF4HmjT4H0RkS7HbOvtXDvY+UOQ0tYcN3Xg1oPatCB8bUP1R9PXPjfkhEXF+zss3PS5f05ws+buG4qmouQOMB5vln1nWIJKujiFUfnMIrH4QcALeDMtRUS6pXP5+8cD2TAUwGrzZo3+9OKT23KdWXLdq8WP9D5q2brazETdDq2o84cx7emTwl19dvpRwPPRoqgaI2SvKIzKZxKJxYcCL+MNaBcR6ZYGWenMs/hn4+z5DUNn3tgnTGi34zvNLDF93T9K9yldv7z/tvIdWj/Ls/jwtm+Fu8vORoXA09GiaHi3Z4rsgsKo7LFILJ4HvAQMD7oWEZFUcZZcfxuTxzY+zp5/3kf5tYMPaMu1Sys+ertq8+JNY9eu3WGcaCJE8ZWXhEcmQ647jbE/C3goWhTVSirymSiMyh6JxOJpwHPAoUHXIiKSSpdy/8p8Kry95rcOf3N48RfatIxTRf2Wdz9a/2r+MYtXH9f0uEHlTd8JV1VkuzbtX9/FXIg2O5HPSGFU9tSDwOeCLkJEJJXG2KJpE5l6FIA1hJeMeG/ywQ6325a/Bkssf31N0aDjF63pn2YNWY3HDeyR00Nzlw51Y1u7vou7LloUvSDoIqTrURiVNovE4rfi/fUrItJtha1+5fXcegSAGbV95/x4Y1YyZ/DurjOzyjdKnqg9aGXpppy6mhFNn5s91k179cjQcbu6tht5QNuGyp5SGJU2icTi3wVuCboOEZGUMmv4Gb8s70VtDkDa2qNig7ccemxbLv1oc+yj7HWriodu2Xx00+Mb8pn927NDJ6ai3E4oA/hXtCg6ZrdnivgURmW3IrH45/C2+RQR6dYO5/3pUeZGAawu5/2RH1/apv3i11evnrpq4+zkoauKT2l6vC7M0qsnhcfjdt/F3430B16IFkX7BF2IdA0Ko9KqSCx+APAs2l1JRLq5TKtZcAV3NS7jtHnIzBty0knL2t11dQ0186aVPDXw+IWrD3JNfq8alF17UTitOtP1xIXhxwHPRoui+t0hu6UwKrsUicV74+2ulB90LSIiKWVWexM3pqXRkA6QtfDsD3rXDB2/+8ts46trHs06eulal5Gs77v9ODTcd1Zo6ZoBbmQqy+7kTgPuD7oI6fwURqVFkVg8BPwNaNOaeiIiXdmpvDZzNMv3A6B8SGzEqi+dtrtrzKzh7fX/t2p4ccmavlXbdgiubxS4Ge8cGDoiReV2JZdGi6JXBl2EdG4Ko7IrtwNnBl2EiEiq5Vp5/Ls8cCKAJcPLRrx3w/i2LOO0YtvHM6o3fLplzPp1O4wrXTWQtx88I9ymsaY9xN3Rouj/C7oI6bwURmUnkVj8XOD6oOsQEUk5s/LbuXagA2dGfd85P1ib1ZAb2d1llYmtsz8sfTH76CWrdljGqDqDT6+7MKwW0R2FgCejRdGDgi5EOieFUdlBJBY/FHg06DpERDrC13hy3iDW7wOQtq7grcGbjzh+d9ckrWHla8WP9T5h0Zp9QljG9uOO9VdNCvetT3O73bu+B8oFnosWRXODLkQ6H4VR2S4Siw8A/g/IDroWEZFUG2ilM7/CP7zZ8/VZH46c+8MTdneNmVW/VfL3iuiyNZVZ9bVDtx+Hul+cF1q3qbcbksqau7hxwMNBFyGdj8KoANv3nH8GGBVwKSIiKecsuf7nXLc/gBllkZnXZ6STnrO76+Ztmf5Bztpl6waXlx3e9PhzJ7hZ80aHoqmqtxs5N1oU/XHQRUjnojAqjX4FFAZdhIhIR7iEP67Mp7w/QNbiL8/uUz18t+MZN9WUTF+1/u3EwcVrTm16fP5wpj07MawtMNvu7mhRtE27WknPoDAqRGLxM4GfBl2HiEhH2NeWTD+RKUcBsG3Q1BErvrrbZZzqk3WfTi35e+8Ji1bv0CJansWHt30zPCFFpXZX6cAz0aLogKALkc5BYbSHi8Tiw4AioCdtVSciPVTYEquu55bDACwZWjl81o37OVyrvwvNbPNrxY9xzKLi7PRkYvsmIIkQxVdeEh6ZDDntMrTnhgN/ixZFlUNEYbQni8TiYeBJvH2ERUS6N7PkT/lVWRY1uWYk+sQvXZ3dkL9P65dYcuaG/ywZuWrFlvyaqv22H4fKm74TrqrIdv1SX3i39Tng5qCLkOApjPZsPwd2O3tURKQ7KOCDaYcSPwQgbcPBb0U2HrPbn3+rKxdMry6dWz5y48btSz4Z2COnh+YuHerGprLeHuKmaFH080EXIcFSGO2hIrH454Drgq5DRKQjZFjNwiu5awKA1ff6aGT8iuN2d01VouL9D9Y+n3HEstUnNz0+e6yb9uqRod1eL20SwuuuHx50IRIchdEeKBKLDwH+isaJikhPYFZ7EzeF0khkmFE+eNbkUDrpea1dkrSG4teLH+t1wqI1+4aw7WNCN+Qz+7dnh05MfdE9Sn/g7xo/2nPpP3wPE4nFQ8DfgEFB1yIi0hEKeWPmvizbH6DXsi/M7Fs1qtX1QM2sdsrapzcesmRFQ6/62sGNx+vCLL16Ung8bvf71sseOwG4JugiJBgKoz3PjWg9URHpIXKtPH4Rf/HWAK0cMH3E0vNO3c0lzN/67uy84gWbB2yrOLTxmEHZtReF06ozXastqrJXbosWRQuCLkI6nsJoDxKJxY8Ebgq6DhGRDmFW/nMmDwhhIUuGiofNunF0CBdu7ZIttetmrCiZkhhXUnrK9ttAw31nhZauGeBGpr7oHi0DeCJaFO0VdCHSsRRGe4hILN4LeBzQengi0iOcw9NzB7NumBkNvedOWpaT6DOstfMTybqFU4ufyDpu8apjmh5/o8DNeOfA0BGprVZ8B+HtCCg9iMJoz/FLYHzQRYiIdIQBtn7W2Tx7AkB407i3hqyf0OqkIzPb+vqax2uPWbSqf5olsxuPrxrI2w+eET4p1fXKDq6IFkVP2f1p0l04Mwu6BkmxSCx+EhBDs+dFpAdwltzwRya53mwdYImMj/eN3T88wzJ67+p8M7P3Nrw8K2/+NIZt2bx9z/TqDD6ddEV43/o0p27jjrcaOGTeBfPKgi5EUk8to91cJBbPAx5DQVREeohJ/Gl5b7YOMGPb4NnXJloLogAlVUumVZe8v61pEE061l81KdxXQTQww4E/Bl2EdAyF0e7vHmBU0EWIiHSEUbZ0+sm8dTRArxWnvtN325hWZ2fXNFTOeX/NP8KHrVjTdMJS3S/OC63b1NsNSXW90qpvRoui5wVdRFs55wbv/qw236tHze9QN303FonFvwi8GHQdIiIdIWyJ1X/hwj5ZVOdR3fed/affc3SIXf9ST1py7Ysr/7d0wrxPR2Q0JPo3Hn/2BDf92YnhiR1TtezGFuDgeRfMKwm6kN1xzr0JXGNmH7Tx/DeAfKCuhafXmdk57VlfZ9ajkndPEonF+wEPBV2HiEiHMEtexZ1bsqgebubWDp9507DWgqiZ1U0rfXbNIYuXZTUNovOHM+3ZiWHtsNR59AUeAP5f0IXA9tbP58xsonPuZLzaVvlPZwL3Oucaw+VYMxvhXzceuNPMzmpyuxrgQjMr7pjqOy+F0e7rPkBdTCLSIxzKh9ML+PAkM6z3vAsX5dT3a3UG/KLy99/NX/Ex/Sq3Hdl4rDyLD2/7ZnhC6quVPXRmtCj6tXkXzHs2yCKcc32BIiDHP5QAngeeAeqbnZ4AfuNfNwa4C8ht4bZh55yzZt3Uzrk0M0u0Y/mdmsaMdkORWPw04NtB1yEi0hEyrGbhVfz6OIDwlv3eGFJ6UqtBdGvdxrdXrH4tsf+6ddvPS4QovvKS8MhkqGeN1etC7osWRVudiNYBGoDzgHIAM5sB3ArsBzwMnIY3R+NHwGFm9kX/ugpgV13uPwCmOOemOOfWOudmOuemAP9M0XvolPQ/XTfjL27/56DrEBHpEGa1N3JzKI1EhjWkzx/5wc+Oau30RLJ+8dRVRWknLVl1wvZbQOVN3wlXVWS7VhfFl0ANAe4ELguqADMrB3Buh8VpcoBbgDzgy3i5qi9wuHPuBTPbYmbrW7gOvB2n7jGzdf7zDwF3mNmKFL6NTkkto93PTcCYoIsQEekIJ/Pmu2NYur8Z1YNm/6wmwzL77OpcMyt/s+SJ8mMWrdgnhGUCGNgjp4fmLh3qxnZc1fIZXRotina2YRQbgIuAE4DFwGQzGw9cC+xuWbDheBO0ejy1jHYjkVj8IOBnQdchItIRcq3io+/x5xMBeq0+cXq/irGfa+38OZtenzd6yfzM7Lra7S2gs8e6aa8eGdIOS12DAx6IFkUPm3fBvOZjNINyNvB9oBZvK9NxzrktQDYwaVcXOefSgaSZtTSTvsdRGO0mIrG4A/4CpAddi4hIyplV3Mbk/iEsRE3+zBELLixs7fS1Vcun1qx8NzG2rOz4xmMb8pn927NDmjnftTQ2uvwy6EL8tUCfN7N/+I/vB57yx5LinMtwzoXMLNnC5ScBs5od67G91T32jXdDFwPH7/YsEZFu4GyeiUcoHWbm1g+befPgEKFd/iFe21AV/2DVUxZd/d+F7evCLL16Unh8SwP5pNO7KVoU3S+oFzezk/0vvw686Jx7wTn3At7kpclNHr8IHNDCdQBfAf7a+MA59794E6A2pbT4TkqL3ncDkVh8MLAA2OVYKRGR7qK/bZj9e75/tBmW/8m3pwwtOW2XraJmyXUvrfzzyuPmfnxAejLRG8Cg7KqLw1vXDHAjO65qaWdvzrtg3mlBF/FZNV+6yTk3FNhsZjUBlhUYtYx2D79DQVREegBnyY0/Z/JogPDWUW+1HkQtMWPdP1ccunBRnyZBtOG+s0JLFUS7vFOjRdHvBF3EZ9V8DVEzK+mpQRQURru8SCxeiNdVICLS7X2PvyztQ9lAa0hbNOL9yYe1du7SiviM3kvn1PWurto+U/6NAjfjnQNDR6S+UukA90SLon2DLkL2nsJoFxaJxUN4raIiIt3eSFs+o5A3jjGjZtD7V1VkJnv129W5FfWb312x8sWG0Rs2bt9jftVA3n7wjLBmzncfA/AWnZcuTmG0a5sEHBJ0ESIiqRayRPFN3HQoQOaaCdP6bT1we+vmhsrN1Df8t9ezwRLLpq0sSh61dPX2mfLVGXx63YVhtYh2Pz+IFkXHB12E7B2F0S4qEovnA3cEXYeIyN7aetetbL78fLb99cEWn09WlCezrjyj963XLMu75qfrtwyed/7Jj33wD84suoSqumqmLp9NWU059Q0JzKwytuZv649asHRMCEsHSDrWXzUp3Lc+ze1uEXLpetKAe4MuQvaOwmjXdRMwMOgiRET2Rs20NyGZJDxyX6r+9STl99+10zn5//e7JZd+Ky2vb99wzbKFLv/al36T8cn6JYzqM5QzHptE2IWYunw26eE0Pto85YPRC+f1ykrURQAM6n5xXmjdpt5uSIe/Oekon48WRc8Mugj57BRGu6BILL4f8OOg6xAR2Vt1H71PqP8gSCbJv/wa6hd9SqJ45fbnM6x28f3f/mRkVbVRu25I2YThh4craispr9lGcfk6RvQZQt+s3mSn92J99aqptcumJEJbNhfU+8sWPneCmzVvdCga1PuTDnNPtCiqTV+6KO3A1DXdDWQEXYSIyN6ymmqSW7eQddqZEE4jPHAwW++6FdfQQMbRxzfc851llk4ic8ZbVnzygNOHvbVsJsPyI8SWzWJLTTlZaRm893/zOG3/CZtueeM3h78wZGje65WVnNW7N/OHM+3ZiWHtsNQzjAUuA34fdCGy59Qy2sVEYvFTgLOCrkNEpD24rGysqorQwEFYdRXJLZugpoZ+9z9O78UzNmQWzx9ryfCyzPXjBjw190XuPmMyXxp/ChcdeQ5XHHc+oVCYgwbvX/figljfU9LTe31cU01WyFGexYc3fD45IbE1gSW0uUsPcXO0KNo76CJkz6lltAvxl3LSQG0R6TbSx46nftF8rLaWxLJFJMvLSd9vLDm2bW7utiXRy75fS1YoZ1h9/ZqMqydOYljvCPNKF5I0IzczmyG5A23Omo/TkpZ0r5aXp39UVcXWhobE5tCmQ/p80j/s0h15B+cRzgnj0rTzZzfXH7gBuCboQmTPaDvQLiQSi18EPBx0HdI1NKwvJTwoEnQZIq1KVm5j00X/QziyD8mtWzBLEu7bv+HiL1VufuXJZQPrq3qVV5WH8zdVlZGXkcNBg/enb1ZvTt73GGJLZzJ9xXt1VfXVGTnOUWNGCCyR5ixjWGYosTVB5NwIljT6Hq+10XuIWuCAeRfMW7nbM6XTUDd9FxGJxTOAW4KuQ1KnYfMmNl3y9e1fb77iotbPX7eWzVdOYvNVl1D+29sxMyoe/D1brvkBZkZd/L2OKFtkr4Rycun7+0dpWFdCxiGHYWVbOGpi/8VvPLd8YENDqHJI+ujc/fqN5NyDzyCRbGBE7yEs3ricLx5wIos2Lqsckp2+dUg4jf5paZyem2eW7hrIdKG6tXVk7pNJKCdEKEO/6nqQTOBXQRche0b/h3YdlwIjgi5CUmfbn+/FamtJVpRT/uubserqVs+vfuEf5P/kevrd8wANG0pJLFtMcusW0vYfR2LxAsKDtJKNdA1pg4fQ/8GnyTj8GAac85WVByc+GDdyREZdw9be6Q0NDaGJo44E5zhp9NFkpGXw9DfuI14yv3RwXqgsam5A37QwL+87huKs5IZEmLRwrzDJRJKaFTWUPFJCKFO/6nqYr0eLogVBFyFtp/9Du4BILJ6NNw5Guqm6ObNxWb0I9esPoRC9b7oTl5PT6jW537uctJH7ApDcupVQ7z5gBg0N1M2dQ/qh2mxGuo5QXj5ZJ5228a6vfpTzxuvbWBBPry2r2pYRDoWZuTpOXaKOvMwchvUezMCcflWPxh9JnNVgeTmhkEsCS7ISHyzOaRiU1tubCtFrRC8IQzgnzJpH17Bt/rZg36B0JIe2Ce1SFEa7hh8Bg4MuQlLD6uvZ9sSD5F58BeB1W4Zy89p8fU3sVdJGjSE8YBBpo/ajYd1aXMix5SffI7FyWarKFml3F/HA0mG5FQN+c/OhMwqHnZQ3YcRhmBn75A+mJlFHfmYOSTM+3jJ99m15OVu+nJuTf1CvXmxpaEjcflnm2LxD8+g1tBd5h+aRNTqL3PG5uHRHev90yt8vD/rtScc6K1oUPTzoIqRtNJu+k/O3/dTMwG6s8slHyP7yuXsUQBslSoqpfOZx+t71ZwByvvZtat+ZSsOWTWSecAq1M2dsbz0V6cxG2PIZp/D6CZYMryhYdNvYA09yfPWJH1C8tZR56xYxMLsvq7euJSsjfdNxbiGjKrdFAQpzc8uuX7+2T8UfVuQlNiXIGJZB+qB00nLTKH22FBd25EZzQXN1e6JbgS8HXYTsnlpGO7+rgH5BFyGpU/fBLKqef5rNV04isWQhW+++rU3XJSvK2XrHdeT/7NYdgmxyWwWh7BxcRgZYMlVli7SbkDUU38TNh5iRGDDn8nWZDbmD8jJzeO5b9zP5pEvpk5nHxNFHUVG3re60EXmLX5n3yckABg2PnJ2+dP9fjyVRliCUFSI9L50Bnx9A/hH5DL94OPv/Yn9qltWQc2Drw16kW/pStCh6ZNBFyO5paadOLBKL9weWA3veZCZd0uYrJ9Hv3od2+rpuzmwSK5eR/dWvbz+34oH7qHntBcLDRwKQe+H3CfUbiNXVEsrOYct1P6L3tbeRPl47IUonZpa8ijvnHsH7Bemlh72+79wrTm9+SllNBbGl726r4eN5ZyxeeFgY6wXweoGb+uAZ4ZM6vmjpQl6ad8E87VvfySmMdmKRWPw3wM+CrkNEJFUOto+mXsfPT6I+Kz4m9ocD0kjLan6OmSVnr39h+og5r43Ora0dAbBqIG9fPSnt+I6vWLqgY+ddMG9W0EXIrqmbvpOKxOIR4PKg6xARSZV0q118Nb881oytQ2fekNVSEAVYXblgSp/507Mbg2h1Bp9ed2FYy0VIW7Vt7JMERmG087oSaPEHs4hIl2dWdwO3JtNJZOYuOev9vOphB7R0WlWi4r1Vi55ODi0rOwog6Vh/1aRw3/o016tjC5Yu7PPRouhxQRchu6Yw2glFYvHewPeDrkNEJFVOYOo7+7PoAFc5aNo+y79ySkvnJK2heMbyh8sPWVVyKoBB3S/OC63b1NtpRwfZU2od7cQURjunHwD5QRchIpIK2VY571L+ONGSodUjZt14gMO55ueYWc2MkmeWHrFg0eHOW8Sc505ws+aNDmlGnnwWp0eLoicEXYS0TGG0k4nE4r2AK4KuQ0QkJcy23cbkfGdJBsQvW90rkd/ihh4Lyma+M/qTWYMzGhJ9AT4dztRnJ4Yndmyx0s1cF3QB0jKF0c7nu2i3JRHpps7iHx8OpWRkxoaDYwM2HjWhpXO21K6bXjv/P+l9qqrGAWzN5sOffzOsmfOyt86IFkXHB12E7ExhtBOJxOJh4Oqg6xARSYV+tnH2uTw5kUTmvBHxn7QYRBPJugUfLnq0Zsz6jRMBEiFWX3VxeGQy5LRjoOwthzc5WDoZhdHO5VxAezeKSLfjLLnp51w72oyKobOuT0sjLbv5OWZWNm3l4yVHLF1+EoBB5U3nh2sqsp12oZP28p1oUXRg0EXIjhRGO5fJQRcgIpIKF/LQ4r6UDcxZdsbsvMqRO3WVmpnN2fDKnIM/jY8PYRkG9tDnQ/OWDnH7B1GvdFu98CYJSyeiMNpJRGLxLwKHBF2HiEh7G24rZ5zGq8e6qv4zhi09t7Clc0qqlsTyP36jb1Z93RCA2Qe4aa8fHjq2YyuVHuKH0aKo1qntRBRGO4+rgi5ARKS9haxhzc3ceIiZKxkx8+Z9HW6n3zvVicoPVn36hEXKKw4D2JDPrN9+NXRix1crPcRA4DtBFyH/pTDaCURi8fHAqUHXISLSrszsCu5en2VVuf0/umR5r0Tvoc1PSVqy5N1lD286eM3aUwHq0lhy9aTwgbid1x4VaUdXRoui+jfWSSiMdg4/DLoAEZH2dhDzph3J7MMyNo2LDVx/3E5LM5lZ3cyS5+YXLJh/HIBB2TUXhdOrM11ex1crPcx44IygixCPwmjAIrF4HnB+0HWIiLSndKtbejW/PIZExqcjPrzqmJbOWbL1g2kj580YlZ5syDNo+N1XQktL+ruRHV2r9FgaHtdJKIwG7wJArQAi0n2Y1V/PrfXpVp8cMvu6ZJpl5DY/ZWvdxhm1857Nzq+pGQPw+mFuxrvjQ0d0fLHSg50aLYoeGnQRojDaGaiLXkS6leOZ9vZYFo7LWXnqO/nbRh/c/PlEsn7x3AUPVo3ctGUCwMqBzHjoC+GTOr5SEX4UdAGiMBqoSCx+KjAu6DpERNpLtlXO+z73T3TVfd4dtujbpzR/3szK31n51xWHLFt+CkBVBp9cf2H4yI6vVASA86JF0Z1a7qVjKYwG6/KgCxARaTdmlbcxOd+ZbRwx85YRLS3jNHfjm7PGf/LBoSFISzrW/fTicP/6NKc1HyUoucA3gi6ip1MYDUgkFh8BfCnoOkT+P3v3HSfXVd6P//Oce+/MTtned7WS1evibsvGcg+mmo7BAULAJKGHHrABgykhMcUJfIFgSBR6bJLwg1BsQLbcJNmSZcsqtnrboq2zu1NuOef5/XFnpVXX1qvyvPXa187ce2fmmd3RzmfOPUWIifIq/M/aRm6bXr3hr7eW+JXNR+7vyO1cUfbMb+tLAr+OAfdLt6iunjJqiKJWIUZ4d9QFnOskjEbn7wBYURchhBAToSu/NWUAACAASURBVJJ7nnwzfnK10zdnRW3H1Vcdud/VufX7Nvw71wwNvQgA7rtKPblhpjqqP6kQEbi0dXmrrIAYIQmjEWhYsd4C8I6o6xBCiIlAbHrvwidnQDvPT1/38aP6fxo2HWu23ts5v73jegDY1IKV9y9TRwVWISIkraMRkjAajZsANEZdhBBCTIS344fPV3BfacOTn3AdEy8buY+Zg6fa/ueZ1uc3LgOATBJPf+FW68poKhXiuP5S1quPjoTRaPxV1AUIIcREmMZ7HnsJfndFau81j5UPzD3qVOeugWf+3PLMwwss5mSgsPcj77ZmGEV2FLUKcQKVAN4QdRHnKgmjU6xhxfoKAK+Oug4hhBgvxbrts7h9CRXKVk/b8o7rjtw/6Pc+Xlj/07K0V5jBQPYzb7cKg0mqiqJWIU7BbVEXcK6SMDr13gIgHnURQggxLsz8QXytM8V5r2XVZxsJdNiATG2C7c9t/N7QtL7+pQzwvTepDdsbaW5U5QpxCq5pXd46L+oizkUSRqfeO6IuQAghxmsRnlt5KVZfWLHxrZsTXs30kfuYeWjN7h9vXbRr540AsGY+rXzwIrU0mkqFGBVpHY2AhNEp1LBi/QIAl0VdhxBCjIfD3vaP40uX2/3nrahvu+HqI/dv6n74sbnPrb5cAaqrDKu/9lp11DFCnKbe3rq8VaZdnGISRqfWO6IuQAghxoXZ/xQ+78U075v+1D9cdOTurvzeFaVP/29LXOtKz8a2j91mLQIRRVGqEGNQD+Co/s9ickkYnSLFuUXfFnUdQggxHlfikcfm8ZZZ9U99dMgxJeUj93m68Gzb+u+pylxuEQP9n3in5eTjVBpVrUKM0S1RF3CukTA6dW4A0BR1EUIIMVYJzj73HvzrsmTblY9UZBZeMHIfs+la+8L322Z1HriGAf3N16jtbdU0I6pahRiH17Uub3WiLuJcImF06rw56gKEEGLMmHN34tNpy0s+3bzxtmsP38X66bZfrV34/HPXAcCDF9KjTyxUF0dSpxDjVwXgxqiLOJdIGJ0CDSvW25C5RYUQZ7BX4FdPTeN9ZS1PfLbGgjps0vq9gxv/2PzMH1stcHx3LR6996XWNVHVKcQEkVP1U0jC6NS4HuEnLSGEOONUcO9Tt+JHyyq2vGVDwq07b+S+rJ95wl3779VJz2/OxbDx0++wjlqbXogz0Gtal7fKnOBTRMLo1JAlxoQQZybmvrvwyRZ7oOXh+r03HdbiqVnv2rLhW0MNmcFLDKHzo++2qn2bZH1vcTYoB3BT1EWcKySMTrLiKPrXRF2HEEKMxdvxwy1VJpOdvubT54/czsy5dTt/snHent03MuB+6RbV1VNGDVHVKcQkkFP1U0TC6OS7BkBt1EUIIcRoNfPex17Cv72kfu2H+x2TqBy5b2vPYw/Pfu7xqwDQfVepJzfMVEsiKvOs4fV4UZcgDndz6/LWRNRFnAskjE4+OUUvhDjjKNbtn8PtSxIdlz1c0bfksMntewttK5JP3TfHMaZ8UwtW3r9MXRVVnVEJMgF2fHnHweuFtgJ237P7hLcZem4IO76yA9vv2o7+Vf0AgH3f34d9398HAMhuyU5ewWIs0gBeEXUR5wIJo5OoYcV6BeB1UdchhBCjwswfwNfb0x7vmLbhbw/rJ+obd2P7U992ygv5uZkknv7CrdaVUZUZFZ3V2Pf9fTCuAQC4B1x0/qITOqePexs2jPaft2PG38/AzE/OxIH/PQDjGZBFgAJy23JIzk5O1VMQp05O1U8BCaOTaxnCpcWEEOKMsQCbVl7Gq2ZNW/XZcgvWwcm/mbnnmc3/tmd6d9dVgcLej7zbmmEU2Se6r7OSAlre2wJVEr6FWiUWWt7fcsKbmLyBKlGwEhZUTIFsAvsMZgYYcDtdxBtk8PZp6GWty1tjURdxtpMwOrleH3UBQggxGjZ7Oz6BL15W/sIb1icLDbOGtzOz2dD2m1Vzt264kYHsZ95uFQaTdE5OWWclLFhJ6+B1u8yGck78dmqlLFgJC/2r+tHzxx7YZTaslAU7bQMM6AGNHV/egWAgmOzyxeikEI79EJNIwujkemXUBQghxCljDv4BdxWSg9VPNux+5bUjd7UPPf9gw/rfXUKAfe9NasP2RpobUZVnrOkfnA4rYaHngR7UvboOANBwSwPSS9JgzSi7uAzZ56Xf6GnoZVEXcLaTMDpJGlasnw9gZtR1CCHEqVqKxx5daLakZqy5Y/HI7flgcE1h9ffqE35Qv2Y+rXzwIrU0qhrPZMpRsEotlLSUIDU/BSDsSwoCQADZBHC0NYpjennUBZztJIxOnpdGXYAQQpyqBOc2vofvWVr/9Ae7HJ2qHt5uWO/duv5fM7VD2Qu6yrD6a69VV0dZ55mi/4l+ZJ7MHLW985edqL/l0FCC3As5pBelkZqfQu8fe5GYJTMJnYbmty5vnXXyw8RYEbN8DJsMDSvW/x6yeoMQ4kzAnPtHfLhzbmfN9hnPfOjGQ5u58MyOH/9x9oZHXunZ2PbuD1r1+TiVRlmqEBH5wIa/2vCtqIs4W0nL6CRoWLE+AenwLIQ4Q7wMv35qut89OO2Z9y8buX1nz6o/z3jusesY6P/EOy1Hgqg4h8mp+kkkYXRyXAdA1mcWQpz2Krjvqbfy8vOnrb4jacE6OLdQptD5UMmTP1losSn55mvU9rZqmhFlnUJE7FpZjWnySBidHNJfVAhx+mPu+wI+Oa1s26vXJXPNc4Y3B8bb3LHmm7FS15v54IX06BML1cVRlinEaSAB4NqoizhbSRidHDINhBDitPdW/Mfmuqy1tXHna68b3sbM/Zs2/duupt6eK3fX4tF7X2pJlyMhQnKqfpKceytnTLKGFevnAJhz0gOFECJCTbzv8ZeZ306fvvqeg6fmmZmfb/vdIzO2PfvyXAwbP/0O65IoaxTiNCMNTZNEWkYnnpyiF0Kc1hTr9s/y7fPr1r+3LRaU1g5v78puf6Bm3a+vBKH7o++2qn2bpO+7EIfMbl3eOi/qIs5GEkYn3o0nP0QIISLCzO/DN9tqumeur+y+5LLhzYUg+1T+8W9Ni2md/tItqqunjBqiLFOI09S1URdwNpIwOoEaVqwnAMtOeqAQQkRkPjavXBqsjbes/9CLh7cZNvt3rvvGQFUut/i+q9STG2aqJVHWKMRpTN7jJ4GE0Yn1IgBVURchhBDHYrO/85N816Jpq2+PWWyXAAAze1u2/+zpaW17rt/UgpX3L1NXRV2nEKcxCaOTQMLoxJJRp0KI0xNz8Encla/decNzqez0g/3e9vY+9WDTxpU3ZpJ4+gu3WldGWaIQZ4AZrctbW6Iu4mwjYXRiXRt1AUIIcSyX44nHWvMd/Q3b3nTt8LZBt3tlbNXyFzFx10febc0wimSGFSFOTlpHJ5iE0Yklp7eEEKedEs5teh/fM3v6qs/OJhABQGD8F7qe+FpJ0veqPvN2qzCYJOliJMSpkTA6wSSMTpCGFesXAKg96YFCCDGVmPOf5dvjDc++a1/ML68PN3Hmhee+t6Omv+fSe29SG7Y30tyoyxTiDHJ11AWcbSSMThxpFRVCnHZeit+smdeb3F3VecVSIJzYfsf+B1a27Hj2pjXzaeWDF6mlUdcoxBlmYevy1uqoizibSBidOC8++SFCCDF1yrl/7Vv1T+ta1n30iuFtvdldD1as+59lXWVY87XXKmnhEWL0CNIANaEkjE4ceWEKIU4fzP1f4E9Wtaz5FCx2EgDg6ty63GPfnA5luj92m7UIFPYfFUKMmvQbnUASRidAw4r1tZD16IUQp5Fb8Z+bZu6+YGdqcOZCADBsOvas+fpgeT7f8Il3Wk4+TqVR1yjEGUzC6ASSMDoxLo66ACGEGNbA+x9/VWGl1fjCX14HAMzsb9v286fqO/dc9c3XqO1t1TQj6hqFOMNd1Lq8NRl1EWcLCaMT46KoCxBCCAAg1h13ms/UTl/1uenD0zh19D79QN3Gh2568EJ69ImFSj48CzF+NoDWqIs4W0gYnRjyx10IcVp4L/5l36yNb+yOe5WNAJD1eh+1nrj3on21WH3vSy1ZJU6IiXNh1AWcLSSMTgwJo0KIyM3jLSuv7esYrGq/6goA0CbY3v3YPyVZBb2ffod1SdT1CXGWuSDqAs4WsvTbODWsWF8FQPpfCSEiZbO/85PBP1a2rP3aLABg5qGdz353e+1A7/nve6/Fvk0lUdcoxFlGWkYniLSMjp+0igohosUcfJy/lJn91Act28RSALBn/x//XLfr2Wu+dIvq6imjhqhLFOIs1Nq6vNWKuoizgYTR8ZMwKoSI1KVY9ejSfdW96YG5iwCgf2jPg6Xr7r/uvqvUkxtmqiVR1yfEWSoBYH7URZwNJIyOn4ykF0JEpoTzmz5Y+GFJ4+a3XwsAvi48k3/k7lkvNPO6+5cpWYxDiMkl/UYngITR8ZOWUSFENJjznzGf82atvr1FQSlm09W26u5BbRUyd91qyRLFQkw+6Tc6AWQA0zg0rFhfAWBW1HUIIc5NL8Hv1lyy+Son7lY3M7PevfW/Vpf37HnR33zAKjWK5O+7EJNPWkYngLSMjs+iqAsQQpybyrh/3W39f+bq/dddCQDdvc/+vnLTn5fd8XbLHUpSZdT1CXGOkJbRCSBhdHwWRF2AEOIcxJz5fPB5Pf2pf7gYAApe/+N4/LuX/uAmtXlHI82NujwhziHVrctbW6Iu4kwnYXR8JIwKIabcLfyTZy5cd2uJbeKlhvXOnpVfSa+fYzY/eJFaGnVtQpyDzo+6gDOdhNHxkTAqhJhSDdz2xK37u4J0/4JWZs7tffo7OwpWX/7rr1VXR12bEOcoyQLjJGF0fOQFKISYMsS6487C3bpx0zuvAYD2/Sv+lGp7dvrHbrMWg4iirk+Ic9S8qAs408loyzFqWLE+BmBm1HUIIc4df2O+u3XJmvefp6Cswey+P8XX/eLij99mBYUYpaOuTYhzmITRcZKW0bGbAwnzQogpMpefX/na5xuopFDbEmh3Q3blP5/3rZupo72apkddmxDnOFmFaZwkjI6dnKIXQkwJm/1dd/T/p1+z9yVXMXNP56p/zj66uLBv1UIlK8AJEb2G1uWtpVEXcSaTlr2xkzAqhJh8zPojwT2756/90CXMbNqe/8WaPtpT+oOb7GuiLk2IcxpzJsW8vy7Q/Tdlc7MAPBN1SWcqCaNjJ2FUCDHpLsKTD7/s6auqbZ0o7+t97rfWzj+3fOqDlvRRE2IKEHNvirm9Pggys/3AX+y69mLXq5jn+U2VxlQCKC8eOg8SRsdMwujYzY66ACHE2S3O+c2f2v84l/a963zXG1jlrfrWnI/9jVUW2BSPujYhzhbE3J023NGgg8wcz/cXu15skRcGznJjqgBUncLdyIDmcZAwOnYyaEAIMXmYC3cU7tk/Y+PfXWtY7+19+IuJb7weXk8ZNURdmhBnGsXclTamozHQmTm+rxe7XmyR61XO9b3GMsM1AGrG+RASRsdBwugYNKxYbwFojLoOIcTZ63rz50evf/L1c4lV0LH221v/76KB2IaZ6qqo6xLidKWYO0uN6WwKdGau55lFnhdf7HqVczy/Kc1cC6B2Eh9ewug4SBgdm2YAVtRFCCHOTqWcefpjW7tj8fxlM7r3rfi/3erZ0l9eZUsQFec2ZlZAZ5kxHc1BMDjX881i14svdr2q2b7fnGSuB1AfUXUSRsdBwujYtERdgBDiLMWcuav/3gN1u//mply2/c+DW35We9f7LZnCSZwbmNkC2sqMOdDsB0PzfN8scd2SRa5fPdv3m0uYGwCcjl1VZuDOcsKdGY66kDORhNGxkTAqhJgUrw/+v1VL1/3lZVp7m3oe+8eKT7zbmmkUyd9qcfZgNhbQVhEGzux8zzNLXC+x0POqZ/l+c5zRjPAM5JkkDqAJwP6oCzkTyR+4sZHBS0KICVfHHU+875nqOstPon3Vl3v/8U1e/VCSKqOuS4hRY9Y2sL9Cm66WwM/O93wsdr3EIterOc/3m2PANIRfZ5NZkDA6JhJGx0ZaRoUQE4rYHPhq268HSrtvWdq15b/+8POL9lbsaFRzo65LiONiDhxgf4XWXdP9IDvf82mJ5yYXuV7NdD9odsKGm3Op8eY8AI9EXcSZSMLo2EgYFUJMqHcV7lu7+Lk33jjUu+WB9fTnkgcvspZGXZMQYPYdYF+V1t3T/SC/wPOw2PVSizyvpsUPmm1gBsIvEd3gqTOehNGxOZc+6QkhJtlMs/Ohdzx1wQLt5Z/evfmekm/cpq6OuiZxDmF2Y4x9VUb3zAgDJy1xvdRC16ufFgSNVjhSXEaLn1xd1AWcqSSMjs3Z1s9FCBERi/3dd29dj3j2+tiu1Z8ufOYddDGIKOq6xFmGuRBn3letTe8M388vDANn6QLPr2sOgkYVriooKwuOz2TOYzpqRFTPzJ0TdF82MwcTcV/HImF0lBpWrFcAqqOuQwhxFmDWH83894bpO1/2F+3rv7Pyrtdn5hdilI66LHGGYs7FmffXaNM7Mwyc1mLXK13gefVNgW4gYE7UJZ7lTqswCuCnRPQJZl57KgcT0b0ALgMwcIzdCsCVE1ncSBJGR68C4S9FCCHG5QK96U+vW7fsyv59j/zp+xc+29BeraQLkDgx5qES5rZarXtm+oG3yD0UOBu0bgAgg96iM+VhlIjqAdzPzMuI6FoA/wZgT3F3HMA3iMgrXp/HzNOJyAHw3wCqAPyAmX9Y3F8A8F5mfnTqnkFIwujoSauoEGLc4lzY8k/P9FXr/viGB/CT5KqFMrG9KGIeTDDvr9O6b6bne4vCFs6yBZ7fUKd1HYB5UZcojmlKwygRVQJYDiBV3BQA+BWA/wLgH3F4AOCfipc/AGAtM99JRL8lovuYebC4TxGRYmZzxGPJafrTjIRRIcT4MBfuav/9zorOZbPWbP14z3+8xXpJ1CWJKcacSTLvrwt0/2zf9xe6nr3E88rme15jjTY1ABZEXaIYtaluGdUAbkEYQMHMjxLR0wBuBvAxAD8DsA3AqwA8xMwvL97uWgD/ULy8EsAlAFYUr78OwBeJyCCcJSEDoB+ATUTXM/NwK+uEkjA6ehJGhRDjcq379J+u3XD15dufvfupL73Juw6Q8UpnI2LuSzK31Qc6M9v3/cWuZy923Yp5nt9YZUwVgPKoaxQTKo07y0twZ6YwFQ/GzAMAjhzvmALwOQClCEOpDaASwEVE9Btm7iseMzw5fy8OTUkVA/AjZv774v3eAeBRZn5ocp+JhNGxkDAqhBizNA+t+8KTJfM7t/961edfueeSwKZ41DWJsSPmnhRze0MQZOZ4vr/I82KLXa9inuc3VRhTiTAIiHNHLYC9ET5+F4B3AmgHcAeA5cy8koheAqCkeMwQgATCVs908ToQzqHeO7XlhiSMjp6EUSHE2DBn7tm6ps/sL+/++pIHzuspUw1RlyROjpi704bbG3QwMNfz/cWuF1/kehVzfa+p3HA15H1BHFKJaMPo6wD8HQAXwGIAC4ioD0ASwG3FY9YCuArA/QDOB7CquH06gN1TWm2RhNHRkz86QogxecPgUyuXvLCo6bvWJ4aeO08tiboecYhiPpA2pr0p0INzPV8v8tzYYternOP5TaXMNQBqoq5RnBEi63pBRDaAXzHzL4vXvwXg58Oj44koRkQK4aCn3xLRMgCLAKwmojkAOo/oEzplMwdJGB09CaNCiFGr1X2PffjJ2jl/avvyzt+89OBAAjFVmFkBnaXGdDQHwdBcz9eLXS++2PMq53j+tCRzHWQFHTF+Ux5Gmfna4sU3A3gbEY0cSf8PI/qUxgF8kJk3E9FfIGwd/SwzayJ6DYAfDR9IRJ8D8C4AP53s+gEJo2MhYVQIMSrE5sB3ntlJ27Y+tPWel/a+XAYsTRJmtoD2MmMONAfB4FzPN0vCU+rVs32/OcHcAOCs7RrROWRQlSA4lry+IhRZyygz/xjAj0/x2DaEU0AN+xoAa8T17wC4m5mzE1fh8UkYHb2yqAsQQpxZ3te5/snkpm7++LXrlhlF8nd3PJiNBbSXG3Og2Q+G5nueWeJ6iYVeGDjjjCYATVGXOVqZAuPNv8xBGyAVI/ziDQnEjgiVxzrm39b6WP6Mh4f+KoU/bA/w9vNjET0DUVQRdQFjwcyMcC7S4esHpvLx5Y/i6CWiLkAIceaY6XX9+U1rShIfnfufLUNJkpHVp4JZ20BbuTZdLUEwNN/zeLHrJRd6XvUsz2+OAc0Iv84aP9ng4yNL4/iL2Tbe85s8fr8twM3znZMes75D47YLY3iyTSPlSIvoaUCm6xoDCaOjJ2FUCHFKLNa7v7W63fpm/F+sXY0kyzSOxBzYQFuFNl3TA39ovuvTEs9LLHK9mhm+P80Jp5lpibrMqfLeSw+1aHblGHWpo4PlsY5hBnwDPLA9wB1XyyxhpwEJo2MgYXT0Sk5+iBDinMesP7N943OPtd9Hjyx1z80BS8y+A+yv1Lpruh/kF3geFrtecpHn1U73g2Y7nEpmetRlnk6e2Bugr8BYOu34b88jj9ndz/j39R5unu/g5p/lcPuyOK6bKW/tEZIwOgbyih09aRkVQpzURdkDf5y+9ln/k0t3vvqsHrDE7MWAfVVa90z3g9wCz6Mlrpda6Hp1LUHQZAHnIfwSJ9GbZ3zgdwX88k3JUz7mliUOZlQQdvQxXjHXxi83+xJGoyVhdAzkFTt60jIqhDihmPG3fOqRZwsfufj3Nx65Vt8ZibkQY+yvNrpnhu/nF7o+LXHd0gWeXzctCBoVMAvhlxgjTzPeeF8OX7mhBDMqjj294/GO2dpjMK9aob9AMDxVFYvjkIwwBhJGR09aRoUQx8fsfnH9+i13Nv3owkKM0lGXc8qY83HmfdXa9M70/fxCz7MWu17pAs+rawp0gwJmI/wSk+AH63ysa9f40iMuvvSIi+vOs+EbxhevLznuMe+5JIaXzbXRkFZYVGvhb39TwGevkX6jEbNOfog4EoWj+cWpalixPotwWS0hhDjK9V37f+1s+2rDuua+S6Ou5SjM2RLm/TVa9870g8JC17OXeF7pfNerb9S6ns7q/gRCTInf4s7MK6Iu4kwjLaOjJ03wQohjSgfeuvkblzv3z4owiDIPJpjbarXunen73iLXtxa7btkCz6+v17oewLzIahPi7Ccto2MgYXQUGlasj2EK12oVQpxBmAf+et3/7Pz5rM2vn4rHSjLvrwt0/0zf9xZ5nr3E9Urne15TrTY1AOZPeg1CiGORMDoGEkZHRzrjCCGO6er9zz14f+2vXzlRZ7qJuT/J3FYX6P7Zvu8vcj17ieuVz/O8xmpjqiGrwQlxOjptwigRvQ3A/zLz4BHbywDkmdk/xm0uBhBn5seJyGbmoLi9FECWmc1k1CphdHSkP5UQ4ijl7tBj7dlvvDhI0Kg+sBJzb4q5vT4IMnM831vkebHFrlc+z/ObKo2pxBm6tKCIzpv/axAfvlzh8hmpqEs5V502YRTAcgAHADQcsf2rAJ4nossA3AlgJ8KlQF0ADoCDk4AcMRnIXhTnBSaiWQBmAHicmd3iNudYAfdUSBgdnUn5RCCEOIMxH2jY+4V0b8I/8g8+AICYu9OGOxp0kJnj+f5i14st8ryKeZ7fVG5MFYCqKa5YnMbo8wMHL/Pnjt34feQxw9e/93ILv9jM+N6rZGhDhKYsjBLRewF8e8SmfwHwwSMOqyeikSPVNwEYAPB3xetvQRhGdyHMhIyw4W0Ah1MA+oqPez2ATwJYB+AOADcUW04fJiIPQG3xvtqLt50H4FpmfvZ4z0XC6OhIGBVCHKbuwI839jttS8q02dAY6Mwc39eLXS+2yPUq5/peY5nhGgA1UdcpTn/W5w9//1/87QFsfF/ZSY8Z9sHfawBAeeJ0apw750zlD/9bCMMjEAbID4zYNxwqgbDV0ype/ymAVx6xfwbCpXfpiNsDQKp4OVu8HwD45+K2lwJoJaLVxetVAL6OMMjWMPPdAEBEvwZwwhZTCaOjI/NgCSEAAKojt/ajLwztdrtzfkXvkj/Y2ovZKubaUIG2HKzTgXrG9SwLju3aMe3FrSBwSuDaMTa2QqAsCuwYwFAgrbUVKCYQk4GChgGYYRSIASiLmMAgBYAVDFkwRoGNgiYFZgsMG5oUaVjMxgIzAYpglEWGCGALmq3wzJsBNNsMsqCJCEwAEQwrgImJiACCpuF3LAuAAsMQAEMAMQwr1koxMRMTWEMxwyJAgQkcbiYyBDZsERMZYigDMgZEANggfIYMAkMRQ4FBDCJjmBQT2BAxsSq+URKKx3PxOzEIAMGEdwUTHsvEUIaIi7UQgcKniYPvxAfvM7wBGeLweYItYgWQIQOC4uG3aVYj3giIGGQMhUUpxWC2inenwQgrA2H40kGm+JAAWLGBgVIGd/0lAP7iHZ/66R1f/Mqtm7qBL+v3/+xQmQSDL94KgCsrKvr7+vsrNnUXnwDArgHFYrGez/rvecC27eGJGwnDvwqGQfHnDeLwF1Cskod/KEe8zRliDN+Yh58GQ4VHHbyB4uErFL6UGGAqdi8Mf0/FH/Khp0/Dm4d/shy+DBG+HIu/wbBWcPiLO3wyyuIpZMMMAoGKT4+LtycwF18vIx9nZE3hrwZQABnAIHxlD5+jPljBiBqhij+WQz+Bgz9LwJC1/xuYUlmEp9bjCFs4ZwLF/xCHjMx6r0M4X/DI/RmErZw3jNh25EpSFQDmFC/PRRhShx/nkuJ2BeB2hK2mIzkACid6EhJGR0daRoU4l2nO29sHnrJ2DzXeNDSUf1Oi8RX3V85c11ZZPyPRa54o6d3VDN17GWlKpOyy/YWamjZtq750oPPV+YJODfaoRDZr29n+klg+myzJ++WKrSSoJBHYST9wUnnPSbm+k/Z8J+37Tqn2rVjg27b2nZjRjuLAUdpzbCrYMXjkKFfZKmdZFJBFnuLAJ+YAMK4iDsDGp6wE/AAAIABJREFUJ7APkEfEAUA+AQFIaYIKQFYAUhqwNMgyIEtDOQZkMcgxTA6j+MWIM8i2WNsWGcuGsSzS2matLZjAYW1s0tqC1ja0cVhrB4G2YIzDgXFIGwtaOxSwA20cBMaGNsXrbCMwDjQ7KF6nAA40xw6/Dps029DkIICN8LINDYc0WdCwYchGeNmCIQuawu9hKLfCeAWACTAUpg1WYVhiMJi4GKmK3wnhnNxEHMZkMCsCE7iY2Tn85AAmMGAMKwMQGygGlGEmDhOxMgwyTIqLAZo1lOHwI4C5vfgq+4/vfeNmFLPSjYXfNQPgMDAejEa6kB0oxcE8BRS/s+d51V/+ylff+Me/v+YBguJiuAdgFZOaMmFshiEoNrDCJw5FYSADAIsNFBiqmEEVil/FnEbFH5kCExUTqFX84EIMsvjQTsXhFxGD2ISx0WIGmIjBBDPcL5HDGMrhB4tiAA2Dsgk/TIS3oTA2EhNMWHwxfxIBxFzcFtajwk8tYcQNP3MUPx0Qg8NHIICGP2vR8E81/ODCzASF4ZTK4e2HgzSF1REPh21lpnT6xy0AFuLQJ4jbAfwEJx7f8kMAlwN4Gw69fsoBXFPcP7xtZIvr8LYsADBzGRGdB+DnAC5nZgsAiGgvjj3jUGr4tscjYXR0JIwKcS7KB+3O5v7nVZf7IgKWzR/s2nBHeuZ0Ioqfr2dYK53NTX6Nen22eubGdObyPyT79qWHClumoz+zFAibHTIAQIBVaufKqxfsrYjV9ZiKRNuB0sp8piQwcXeIYoO92hno4vhAh5McHHRKM4VkbTafTrp+paNRSycY0GRIBdpKDPl2Ihs4qZzvpAqek3bDUJsOfCdlfDuFwEnCtxOWtkpsbcUcbcXiTHbCKJVgpiQQ2IDxAZNn0h4r32Uyg0y6R1luoGzPZ8vzfQvaAwUBYFyLdQBoH2w8UggA4xHBh8M+EXwQZUEUgCggIs2k/DD4qoCU0rBUwMo2rJQG2YaVZcLvtgHZzOQYplgYiikGIMagOIASOg2m21Mw2g5DeKBgAhva2NCBA60tMtoOg7e2i5edcL+2KQzlDoXBHPgCAKhdfcHB0UcPxJY6dhjS4VDAwFoAoIJvLBTfk4othgcDiGbYVipI2dBkk0YY0sNQbh8K52RBK4sMFVvalQKTgrEssFIwisCkwBbBKAUoAlsjvhQBNsBW8XdgF78sotMzW5iwJd4YwDDBhC304XVDYB6+Xtyni9uLx3G4PbyuCTx82RQvawyfSHj/VD2l4ZbK4cD4VYSnyI/3dyJA+Jp55RHbXQCrAFxX3G8B2Adg2hHHHRi+wMy7iOhuAPcRUQMzdyBsAc0NH0NE0wCsALCNmQ/gBE7LF8xpTE7TC3EOUd2FDfbmzBDlgksJaASA2qGefd+O1w8qUq0AMEc3XLjS3twDQnWMaLFX0bW4r8J5pGrglVvSA7rLz60m1p0XIWwdgOYg2eu2z+9124HihCsOiqnCSnWnYvVtNWWLBtK11S6XGX9/eVlfe7ykt9Pu3txnOr3YYI9O9ndTaX/GrugpOHX9g/GqwWwyXfDL4n62KlHI1lGhOzbW58wAayueC+yEF9hJ9p2U9p104IWB1g9DbVr5TkoFdiIe2AlLW3FHW7GYUU6cyUoyqSRApaATzy4QThPj58FBAdAFgikwaY/J+IYCn0kXWOkAZAwsL1CWF5DtGmV7mh1f+4rYU6R9AvkgE7BilwgBwD7CEBxAwYeCD1IBLPJhKw2LfLZUALI0WwhYqYCVMlAqYMsyTEoXg7BhZRlWYSsxK3s4FIMpxuGp0biBintQlgfn6J/7id41jr1PBVofvHKvfsWVh+/+TwCwijdVAIqtk8Xmv6K3+Z+6BhFSMMaGDiyYoNharq1iUHdGtqBDaxuBtmG0g4BtGt4etqDb0NpBwGELerE1HRoOAi62rGO4Rf1gaD/Ygh6QEwbxQy3o0GSFrevKPth6HoZ0NRzSyaiwRZ3JgbHUoaCuFFgpsCKwFX43DhWvE2AFUFM5jYEz4jIBaMKhfp3H4gM4D4fC6vDrpQTAVUccOzKIDh9XAQBE9CsAHx2xP0tEDxf37x7eyMz7EJ7SPykJo6MjLaNCnO0M+9buoTX29sEK0tw6clfSz2X+n+s9XZJOv2p4m4Jy6rl8Yydlrh7eloJa5pbt9trK1Z8aM5e75UMNu/zCuh7trq8HguNOSF/Q2ZqO/I6ajvyOcENn+I1AerpTuf+CWMOB6pIZ2crY5RQvS8SChiHVXmrrzWknu8vhvk51YGuPdcDYQz0o6xug6u6C1didUY29/U71QC5RnvPSSRdlToAaBVQfqwYCyNZuytZuCm7/eH6SMGR5gZ0YCuxk1neSed9OF3wn5YahNq09J218J4XASVJgJVVgx21jxR2tnBJWdsqQlYKmFID0kXPMEIpJcBT1MJsgDL9+gTkoEIxHZNzhAMykA0N+wKQDKJ1npY0hY0CayS5oZXts2Z4h24Nle0YrbXxbwScFjxT7UBSA2IciH8Q+bBXAhs82BbAoYEVe8XvAFgd88DJpVmp3OCCERvSM5N1ffSUt+Mx9T5qw5dgGsARHDjRhPtFp2UgYKOVBxQBMREA/kyR2Td1jaRw+YMrCiQdQxQAsA9CLw///tyNs9bwAYYvojOLXboS/kZsA/AKHlkL/IsKBUKUAwMyDRHQFwkz5TRzjvyUROQD08eYplTA6Ch3XXWAaVqyPugwhxGRwdY/zfGaDas8vIODFR+5WRvtf27V2RcOclx95igsXBjMrfx878m+DilUzXuZV7Ol+urzzidn9dbo8/57GwO/YFOQf7mF94GBr6ckw2Br0e6cP+r3Td2c3HbbPIjtXHqvd++J4U291vMmtiLU6SbusghWXu5Xd2fYWv3dbyhl8Nulk28j096tu06+6KPD7rcpuF41d/dzc3Yemnn6rLpMrqch6ydI80gkPlZZBHY1jCWTFOhbzh6pi/lAV8mO9l+HW2pLBYqjN+nay4Dtp13dSXtgFIW18J8W+k0JgJ1VglQy31saNskuY7ASTShGoFBQvBcVLR6a3g6M9+FCTI/RRZRxZExROHIiZAw8c5AG/wOy7xNolGBfK+MXw67PSASPQRgX60aP7+hnHdviv3c0dyvKhbI8/GobRg5RCYAzs4lMwAJTt2P4tLSt/58OiwBB5sBGwxT5bHLDigC0c+lIUsKUCthAYpTRbYSsxK0uzZWlWShvL0sayNSvLGOUYVjYz2YYphmJ/4uKPIQYgTifus3i2G9M8m2NUAJAA0IHw9PgsnLjbilU85kiNxS8AqC9+34VDv8ffFW+bKYbKtcx8GRG9AcB/FY95AEAdgA8N32lx/7AYgHcAOOb0ThJGR29kh3EhxBmOMt5WZ2N/Jw36lxBw7fGO+/yzv/rDkvPffhkRHfV3c5qpblVMewzx9KNuaOyaadCvylXv27Y56N+4OJNCmfOm+ZpZB/lVK7X7zAlbS09m5Gn/rWF/woNKrFR3RazenRFv0hfGG2JlTk2yxFpYrWhJi6/crJvsaD9Qk+vdfl4suy0V8x5NxPNdmrNZdHfnuX9vwQxRaSaDlgM9QUt3n2nsGbDr+7OxqqxXUjGERLqAsliAamLUTGYACVtrC6W2LpSWuL3jui+tbDewEoOBncwGTrLgO+mCF4Za33fS2h9urbUTCOyEHYR9a2NGxeJGWQkmKwlQGkQn/SBBZMdAdgwoKT/yh3MwAA+3ExW/2yqO+spp2N+zA4qU9Y13/R7I4FWHbvlVxKwEGqqmo7N3DwIOnPJUOTLZbjhWnHztgjXsaesvOR/suQrGI7AH4sBQ4LMyAZP2mTQzac3KGKaAWRk2pDXIaKOYQIYMGQJpCoOwD2UFUHGflOXBsgNSloZlaWhLkW/Z8C0HvnLgGUJACj5bxmdLB7A5MIoDtozPCr6xOYBFgVHDoZgCY1HACpotKzCW0myRNsrSbCnf2FYxECttwhbiYiB2DJMDPhiIh0eVl1B0+cabwsf6DoCPITw9D4TnUupx4pzy/wBUAvh7HJpUoA3h9HMlONSSnQOQLl4e/qBzAYDPA3hpcT7RUgBERKuKxxmEP/d7mfm7o3kiEkZHz4MsCyrEmY3ZWPtzT9kvDDjkmwtxkn5N73n2vx9YtugNdUSq6XjHTDc1O3dZXUeH0SIriM2ZBW9OX/3gk2sL3o7LB3hrSl0+Syevma/9PRuD/MN9rLsuwqFTYeN21Gn/IgLptFM5WBVryFWXNJuLYuWJq52K2phKNBKogaiBCirb5SU7OvvSmb7tDYuy22eX+M8lE/iDE9eDrsl5PJAr6KFerXt3x9xO3dzTE0zr6uemniGrsT9nVw968epBjpflkEy4qLDDVtYJe25jZZkgbpnBeNwfrBlfay2ZwCoZDJxELrBTOd9J5X0n5XoHB4ylte+kOLCT5NsJpe2EHVhxJwy1dkmxb+1wF4SD78WGA8xrugD7e3aAiPDrNT/Eqy5758HHJVLwdQHaBHB1HrYVw7zGC7Bx7xowMwXagzaalFU941CtxdviUAswTrEF+LjPn9kY+HlT7PKg4Hlx9r0Y+14Z2COwD+KAVRAwGc1KayajjTKmGIQNExMrjw0ZQHEx/PLwP8XEiqyAlAqMsgO2HM3KDlxlaVKWhrI0WbYmUoHSRPAtmwNlBb5lG58s7bNtAlbFL4s1W+yxzb5RrNmCzzaKgXg4DFNgbBWwpbRRFLCtAm2F24ytAmMpbSxbG2UZVrYxB1uIHWZyAMRANL5PS6Ozd/jXUfxuo9g6fpzjGcAGABcWrw/3L30QwFIAC0bc1kXY6koIc8/wKf7XI5zEfqTLj7hOACSMTrIsJIwKcWbyzaC9deBpa192BjEuO5WbvGrnI4/d3Hh5YMfSJzz+omDW9F1W10nvr6QQv3QRBvWeBvPQ7qEtHTdkh3bGcxdNt5y3XcWmkAkKq1Zq99lGIDiljv9jcbLT/hWxun1V8cae8LR/i7PMLmu5jmLTiKi8eHvOq1SHn2o7MJDK9+9Kz8lta2rFztlJWlOSsnpQEnMLZIIg6/pBX0GZ9k5bd2yqGOzm5q4Bbuwdosb+vF076MVqM2xVDaIknUdpPEAVMWpPhxHyJ0Ng5eh8uaPz5WEXvLHTyikEdmKojKzKAdbWhi3/5wEcS5DlvrDtwUJDy6L1vpNEYCepuazp/H2ZfeV9gx0BALuxYka+pXau9/SOh8tm1C2k7R3PQh3deD/hiEgBsRQoljpWE9zIrp/hJFbhRmuMIy+YdQAEObDvMvsu2HcNe76G7xEHnkUI4mA/RgZGaTAZZmWYybAhDZBhowyzMsQUTullKCAoo8LgC8XEFhMsJrZBZDGxsmwNZZmwVTimSVmalNKkrABKBYGyA9+y/CFLBVor0j7ibcDLx/YkR+/m4ncP4ceKAzg0OImP+A6E/6/qiscECPuEzgTwphHH7UXY0qpxqEV0uOvBG5l5PhF9A8CVxdtcDmB1cf9cAB4zXzzaJyJhdPSGIMv3CXFGoSF/t7Opfzf1eRcScPXJbxG6oPv5Z96Ryw6kz1tw08mOreL0TIetTT7pRSe/Z2VV5tQNNU7P4NP1JY8cyOwYurnQ8WvKXT6Nktde7SSvhfZ3PxfkV/az7roYYQvFlNAcJHvctnk9btuxTvt3Vcbq26vjTQNV8YagzK1PNmVmTZtGVssyooMDVQxY563Bdi810JVLH8jsTsX09uR8f2fzxdg3KxVb5ZQmhoJEzM0qcDDAZDoH7aCt1zLtOx2vWzX2DXBjb5Ya+gt27aBn1feBagfYKc8imXRRYYfTXKWPKv4MZRm/xPL8kqvTKfxmcACDfiEGAOfHrfi2XG980fM/Ojgy/juVNl6VAbSXtQHgFvQlrmn/XaK3JIYF7j6zHVC1tgouWfvVnb6dGu5bOzxgTAdOCsVgaxX71saM5cQN2cMzIaQRttaeVss4EVk2YJWB4sc8/8w4vJH3sAA8hsdjDtxwloewvy/Yd8Gez+z7gOcrNoFF8IlYGzJ+QJqhjAaQxTtPevcT5fzid40wNHYhzCf1OHz+2WEBwimcliLMf08inB6qHWEwvR5h/9MKAF9GONXTpQingloBYA8AMPOHh++QiAwzLy1e/j8Ahw36PFUSRkdvKOoChBCnRnXkn3aez/go6EsoHB16ypqyB3Z/auODg3VXf+piOsU35rm6sWuTve+UH0Nrp3R6Tr98VmrP3gdK63tzg3v4Fm/7r/2hq5tcZ8bFlvM2hK2lTzyp3Q2T2lp6Kgo6W9ue31HbfuzT/nuqYg0Hqkuac5WxeqSditLyYF5DRWb+Bc1ENHJ+Ig3j5e2Bdi/V1l0o3TewL8XezkTC25lopb3xUvvAzLLEHqpI590S2+QMrKDHtXX7kNJt/ZZpbyPTZZdmB6zGvhw1ZlxVl/FVQx9zXT+rqkHESvMojfuoUow6mtrlGcelPfBRTYS0beNFJSVYlk7jlWWHFsLJaI0P7N+PWlKwFGFRPI59QYBPdXTgjeUV6PB99Zm6emz1XLtscM+4XitaxXK+nRgKnFTWt5P5cBaEtH+ob204YMy3k1TsgmAbFYsZZZcYFQ4YK/atncpJ4CcMkR0H2fFj9fcddqxGXgJ2HGPzZDEIc3hJ+NCYBuCXCNeddxGexVUIz+gSwpHyC3Dob+Erit+nIwyxhDDgOgC+gvDUPAF4onhfxxr8NFIKJ1lp6XiID19cS5xEw4r1q4FTO70nhIiA5oK9Y/Apa9dQPRke0xty0s/2/eBPX9vWeOMXLdsuuehUb5eD2/XT+KNVoLEFIDvV9+xKf96+2KCZ8bZg485s9sbavKk62B9L+7s2BPmVGdbdl2Aco9ynkkVOtiJWu7942t+riNXaSbuswh5x2v9IAXQ+Z/e3e6VtPV5672Bnyi3sSKSCXYk0742VOwecipJeqkoNcrrUd+2YynluzO/qt0xbztLtntLtUNztWLo/VjuQs+oznqrLBNTYx0FDH0xdhu3yISSTLsodjRo6eunDKffg4CAeGBzANs9DwAyPGfc0NeMPg4P4UG0tAOBHfb2IEeGBwUE877q4JJFAWinMi8cRAKixLPx7Xx/eW12DvygtjfYJFRlS/vD0XoGdzBX71R6+GIOTgm+nKLATStslllax2IjFGJLAwb61p333DQD/9L7vXn/kcpiTgojuA/AXANYj7M+ZR9gv+3j5WSNcoekhhCsxfR3ARwBsK962FcBGhOH0VwDegHCJ0W6EfU0vHm4FHVGDYWZFRLsBNAP4OTO/dbTPRVpGR09aRoU4HRWCDmdTZovqKrTS0RM4nzLF2vv+n+5+oXzp+3ttu+Rlo7ltEvHaBGJr8/BG3WcKAIJs5YuuxIFWq77nkW8OXJassdvKb9O/+U3v0Muqc6Z2qeWc12o554FNvj8oPLFauxumAXr2WB5rqmj2U6d82t+pSZZYqWqLrJayoHoW+qpnoa8VTTg04gIAPASDuVhfu5d6vtcr3ZvrSw0WdibS/q5UKe2N19kH7HklPVSTyKCi7ICJVW50ma2c1x0POjMqaHNt3TakTEdGcXcX0N+WdPPxugGP6jIBNfTDbephv76PqXoQ8dI80iUeqlTYl9XBJFmTy+GVZeW4IJHAt7u70ezYWFBSggUlhz5zVFgWtrouvtHUjPfu34c76hvwze4uWKTQEwR4S0Ulbi4/7iJdkVBsnJifrYz52crx3E9xMYahYrDNhwPG0q7npD3fSRUHjKXZt8O+tYFdYo9YjKGEyRpurS3FiC4lk+CEy15OsGuKj2chDKD7EQbC/QjD5lcQtp56xWMYwP0Ahv8+DYfWJhxq0Rwe1vcUwtHzswHcjTConmjaqscR/je9eyxPRMLo6EkYFeI0onoKG+3NmQxlg0tPNDXTqbpn5Tcfj82+IVtaft6YRiEsCVoKTzrbx1EBke6vufqlakchaM489JkDN9XMttor/9b8928PDN1cMagbriCVqHCS11/jJK+H9nduCHIrB9j0XIwzpLV02ElO+++uijd2VcebDp72j6lEA4EaYmSXxrzaUni1QN8FmIbDO6q58DPZeE+bn36hz0vvbR9M93q7Eym9K13Ge2MVzgF7VrKblsb7UJnOI1nTZahyT0F3O9lCTyzoDKygvaBMm69MJynuzgD9fUTZA1VDvlU7YNDQx/nmXnYbeqFrM2xVDiGRdFEeC068ZOuJ5Nmg3rZRblm4Jp3GpsLRZzsvSiSxciiLH/f1YXYshnLLwouTKfxPJoPr0mm8e99efKCmBpcnp3IRoKlRXIwhbWs3PSmLMcQOzoQQTu9lJzlwkmp4MQZtxWNGOfGwC4KVBI69GAOmNiMkEE7JNDxH6EoA7wLQAuBLODSBQhyHBiMN4dBo+FcXv7sIA2x5cX8SwKcA1CI8zf9vxeNWU7iqmmHmw4IpM78FAIjIIqIEM49qrgo5TT9KDSvW/wTArVHXIcQ5zXBg7RlaY28fLKeAF0/U3X7s6Z/86dJcLtF05UfmE9ExVyg6GR9Bdnn8YYBObUL7k3Fiua6uUr3qtx0vnnWB2UHvNSv37B16Q3pAN18BHOrLyibfFxQe36Dd55pP99bS8TjOaf9Km2LNxzvtf6Q8vO5cvLvDL93f76X35vPpzmBPSULviZdjb6zS6rRrYl1UH+tFdSqLZLWG3QjNPuV1p5PN95T4HUPKtBWU7ggUdxBxT4wok4TKlca0l67JGK7v52xTL7JNPew39ANVAxwryyFV4qOquJjAYa1zX+7sxD7fQ5/WaHYczI3H8bfVNYfVfXt7O/6muhq3d7TjxnQpkkphn+9hTTaHv6ysxG8GBtDg2Ph8QyPE5CsuxjB0aDGGVMEo+x+XPX7/j6fi8YnoYwhXQwKADMJT8H+HcL7R8wD0I1yrvg7hB9UnAFzNzAERGQB3AvgwwlHwvQhH0muEfU9vQtgyegeA/0C4OthLAXwB4fROw+PFkhixHj3C0LuKmW8czXORltHRk5ZRIaLi6V7n+cyzqi0/n8KpRSbMa3Y+9MgVHdvPq37Jl7NjDaIA4MBOVXDysX7KHbWK01j4XrK2ogevuq1ixQubYxVb3tlx24VXlG/OvM/85E+7hm4p6QtmXAmQTSpR6SRvuNpJ3gDt73gmyD2SZdNzEc6w1tKTOcXT/pmqeKMpc6oTJVaqWpHVQiNOzSYQq0m4TTVwm4DuSwEAw6sOMJhzcA/kSro6/fTqjFe6r9tPt21uK4np3fEK7Kuusjqt2lgnNaZ68KJkBulKH04DiFLwTYZywYGuZK5vR23noNLtrmXaNXEnEXpihIyGlQPI5bIc23UZDDb2cqaplwvbHtQzn9yfbbJBeN4tYH48nscRK3T16ACv3rkDHoBdnocP1dTidwODaA98ZHSAvb6H5tik9SQQRzjOYgzuFJbwr8x8NwAQ0QcBXIIwVBqE/Tw7EH7o6UY4QKkMwBsB/AzALmb+AhHtR9ia+meEo+r7EZ6OrwHwXoT9Sx8BcA8z7ySilQAW4/iT+6vibUZFwujoSRgVYorRgLfN2djfTgMnXiVprC7u3vz0u579/ULrhjvW2lbspNM4ncz5wXnxh2ObTn7gKOSy1fNmZDHv/U2/Wv2IN6/n1q4PXHFt2TN7388/fmjr4Jud3mD2FUAYuCxn1vlW+azh1tLV2n2uBdAnGwl7xjvF0/7Zyli9SjsV6eHT/jTiVCuBKIWS+lShpR6FlvBtHIdWRTBgPYR8RyFxoMtLr+n3y/b1Bun9W7vi4N2xStqfrFadpbV2BzU5XViUHsTSChfxehCFp+9d3U25oCtj5zNdyY7slrq2vOIO88Kvv/MizVBIWZ7OBrEfzPT4J9Xd3oteUt/Z0Md9TT3Idv6SZwdZ1AKgIWNMyqLuzsCvswE8ms2iIwhwaSLydQXOdZkpfKwfEdGXADwH4DUIp2P6PIDlALYgnOLJQTj4yAbwPWb+JRHdAuDfi/dRAaCfmZ8komcRrkH/AMLVlQYAXMrM9w8/IDN/H8D3J/qJyGn6UWpYsf5zCJu2hRCTiZmtttyT9gsDNnnmlEe0j1ZLtmPHdx+8OzV48VtXTWu5+tUnv8XJGZjgh/EVfSDUTsT9HeMRgrLGnQ//pnep2ZGZcfVL1NrN7+c/9G0Zeiu6/PlX4P9n77zD4rjONf6emdkGu/SyIJoKQgihinqzmmPZconj3ltix4kd58qJk9zkxonTEyexnbgksR23xHKcxHFwk2whBBIIhFghAUKA6B2W7W3KuX/MYiMJWUiCHUDzex49YnfaOwsL737nKzi9nY4YaDwseItcVLLmQR3c8SnBZf/2WF2yNUaXdF7L/sORIPEO4unyG3r6AsYOBx/R7heMncSmD5BWTTTt1MSyvVwi24lppAeJOgeiInzQJ3RfsSYeAT/AsoBEKZuQFEj9+V8rtEK3m5W6/IzULR3/3+c2CHavgQoSp0vRu/UpOtgP2MNBAW0YI0g8xb1b0y15jMGdYKck2gl9qEa2qnzKiuxjtQfOvtuFQwiZB+BvkL+v7wL4AQCOUhoIbr8OwBxK6U+Cj4cCkAzk6Gg85FGgd0GOdFZDrpj3BPdfB2AjpfTxcb8X1YyeG+YCy9cBPKO0DhWVKYsgubh6xyG2zZ1O6Ln1Bj1XjLxr4I0PnhhwTFvUmrH4y3lkKHo1BuRrKwq7Gdv6s+95/nCc36ZJai/5R8dmY58nbs02prTyIfKB66jjdrGHn7ccIKeFyajksQrefUfEQE0aIE4fT32THT0b3h+tTewctuyv13Ph8QzYFHKeFdkCRJ+DuDv9YT0DvLHDyZvaA4KxA1tuee8LrIYRv5N/396fXf6X9USjoQvy3yqzIcbohSFOApPY+6XNLA0EAK8HbPqMAGG4gNBUHw4qEqLV8JQXOMP0uJ7Mby07AsZhoJzbBIaPoZDMnAQa60Bfgo1akwfgSrbSQJIVNE6TCmlxAAAgAElEQVTOZZ1QI1snOZnZx2oblLhw0Jz+DnKqwFD1/PB2qBoAf6WU/n2EY5cC+Bql9K7g42sBPAHglwBeB+QRsOOmXTWj54a5wHI9gLeU1qGiMtUgbqGNqxk8wVgDi4ic2zSusJT3v/HhE1XQGMPMG39IOEYzislJo6eTsVa/r60cs+KqzyMszNbsjHUd/WfzF6Z5+LBFX2SKDj5E3g9YnHf4ugKLlgFkxGlFYqDBIniLPFQazMMpBTUqZya47N9+8rJ/tFHL6JMISCI5vcL6rKT+ch00jAYPrrwl8GL5P1i/6Ce7n/z+bsHUxgvh3UzAYNN+6eYDa9JykwaOH2g3x+TO7Lc390SIbo8GDEtBKQHHEqIzIOGdAkCkXuIVeohbGNR73E6D0OVhxC6e0B5KSB8DWHVg7QZwHhMNGlYQogn3UnuCHX1JVupIssKTbKVCcJjApBvZqhDR2cdqL6zcfwwghPwAgIdS+uQo978NcgX+0Lz7oXZRQvDrr1JKLeOhFVDN6DljLrCsx3kk56qoqIwM0+u1aGrtgeCUpBD9gaP0j4VP7klx2BZwm39wKNIQf06Vn6PlJd3uZonQjPE490jExLRV1uuMne+3bMwSJW7WDWxB2UMkXzrkuNPdHliWB4y87Ewlz4Dg3XdUDFSnA1LI9E5FTln290dpE7RhnCnq85b9P6grxFfe+QG0rAYZUdPQYG2FjtPivrzr8e11X/50v/V/uhWDPgcd9NrJtJh4j93j4CJMGl9nn8uo1xPB56NaVsuID73/cEk7SRO6kMz0Iz7MLRdZJYGcEikXJCfxCL3ELQwa3G6XQez0EambZ2gPCPoYMFYdWIeenmJYGYkKMU70mQepNckKZ/IADZgHIU3lka2jRASgyT5WO+7GKrjkfgKfTXx6CHKuZ3XwMQf5A+ZQpXsGgJsAHIYc6YwO7vMlSungqUv6oUYtYDp3epQWoKIy6RGpn21ylnNNrngi0YWhvvxjla99PH2wZ9Pgyi+/k26Iv3a8rpMuxTc3sb0Z43X+U7FaUxfFgi741vQ3ivf5s+r/0X7JkrdwSfxtpo8PPEjuP17hvNPR6l+1GCAnNSAnTFisJnzLei5sM5X4BovgLVajpedJsNo/a8Dfedq24LJ/R6xumjNGZxaHlv33tRxKj9KZWLvfhX7PICQqIUpvQklr5UnHp0WZ0dzcTgCge9AaNismFVdmbdS+5PoXMqKStZVdtdBRHbntk3UxfmOXVTAd9vDGdpdk7BmQDAOdVk7HdnOJTDdJou0kLdDBpqDfFK93mCKi3YjLdJP4yM/GnQcJiIPEI/Yybr7L4HE36PlOP6U9vJXpwWBcH1Mbb9WBc+gp54kcblgBwOCnzng5ympLHjgpyjppR7aehf5QGNEg8wH8nVL6GCD394RsRL8FeXl+OByAGyBXyW8F8CGl9GVCyGMAbgfwdHA/QgjhKKXC8INJcPLVeC7Tq2b03OlVWoCKyqTFJ/Zoam3HmF5fzoVMSboQrmv6eM8lLYc3dWZuen92wpJLx/Nai4UZ05vYUP/KIEx3x9x1mQzvXpPz55L/9q6lr/dtXvU6NofdY/yw9AHTvc3lrjsPNfvWLgCYkxpZEkIIq81cyGozQSV3v+DdVy0GajIAaVxzdy8WfKI7rst7Iu7Uav/awSqaHG30uHs9eoahfgLos+IybFnxMzUIRhcDIo92ew/uXvIlvHjwbdw0/3JoWA0Km8thNsWh29UPPadFaqSZSZTi5sIRBzhyT7pOsG1Vn4N19gSMnYO8qcorGDvcUniPnRqsvU4No+tlEkgXmyy1Ic3bgVT0ahK19sjISH+kYbqLhMe7kHDyTVFKEZD6iVvoY9xCR5jb2aAXu3wM7REC6EGHvp/tSLXqMN2ho5wnOmhYE4emIDESFaNd6E60wWq2Uue0AeqfqCNbR0FfCK+1AsA2QsgGyNXy91NKNxNCrgRwJ4ABAB9AbsMUC+CxYKP6w8POEQ950tIQ0wEUEEJEyK93NIBmyCtW3wZQOl43oy7TnyPmAguBnBysNnNTURklxOqv0dTYbMEpSYq9d5b2H634UfFfs/tjZxxOX/1oLMtws89+1IXxim5PNU/EkOSOjoRO5+qKSK+v+lvzNl2HI2ktASVfYd8r+Qp5z1Tuvr230btxPsAknOl4SimV+PpKwVvsp5ItD+rvvjHnncpqZCbE4tX9h6DXcnD7edy+chGKjjfjG5vXu6O08e3vVB4JS4tMdb1bXZze4egzpEUm0f/e+QLzUd1elLZXIVofgT8ffAvfXnsfvrbynEeDAwAoqOQivm4Ha+/ljZ123tTmFYydkhTew1HDYLhfI4X1MfGki0kW2pDmbUea2AOzxoZokxeGeAlM4ojz4ykViU/sIW5hgLgEZ5jH6TOIXX5CewRCegkhfSxlB7XgHLphKQGJw8d26gLUHW9Hb5KV2pKt8CZZaSDUI1tHwe7sY7WbQnGhYMFRO6W0ixDyKoC3KaXvEkL+DeBSyCaTg/x6zABwKaX00LDjZ0AeDbqcUsoTQm4BkEop/WVw+xoAm0NRSQ+oZvS8MBdYOiDPclVRUTkTEhXYNnc51+AwEoHmnv2A8SXd3dHw7K7fmXy6SH/Yxu81mnTRG0Jx3RLu+N5qrm1dKK71eURE9tSIif3tr9VdG+nwRyxnIIlfY98pvY/5IKbcdXNnnfeybID93N9rVHL3Cd7iajFQO12Nlo4dB5vb4fL5kZuShNdLDmHetERsmpt50j5/3F0CQgBRktBpcyAn2Yz71qzpP3ii15MVN2uwud9q6HQMRD1z5Q9dF1Lt/3lIkAQn8XU5uME+3tjhEIwdXsHUSaXwHg56m1HU8MZ+JobtYZL5VqS725DGdyOZsyIm3IPwWBFs0tAS/uknpwHiFbqJW7ASl+AOlw1rgNAegTC9BKSfAzeopZxDC85jkphADAU9ybASSqVINwYSB9GfZKXOaVbqM1tB4+2UGYuRraPg79nHakMyoZEQoqOU+oNfPwxAQyl9khCyEPK8+vUAkoON7bMAxFBKS4aOBbALwP9QSg8Gn3sMgDXYR1Q1o5MBc4GlEvKYLBUVlVMJiINcneMw2+WZTejE+NAWwdv7XvvgZ1YWTJpt9QM7M2Jzx6Sf6GjwItD/hq4oCmRipEUlJdWVthr0jrfqrkrhRe1cFqLwDe6fpXeTDxMOum5sr/VemUnBpn7eOeRo6fFgtNSuRksvEB/P44+7S5CZGIdjXb24beViHG7rwtbcrBH3f7agBA9uWAkfz6N1wIa02Gg8W1CCLXNnITclKVjtH9MRozP3xOqSPcOr/RnCmMfrPkRIfgfxdDk1g30BY4dTNLX7BWOnRMN7tdDbjND4IweZaK6bJPlbke5sQ3qgC8nMAOLOXGR10gUkD/GIPcQtDBIX7zF5HD692M0T0iMCvYQwAxw0gxrK2bWU845oWAFAy1NvnAO9ZjnK+unI1lgH1Zo+Z2TrKPht9rHa7efz2p0rhJC3IFe/H4VsLH8GuZjpRchm1Aw5xaMB8n28QCn9Z/DYvwH4mFL60rDzvQjgFUrp3uBj1YxOdMwFlo8gh8FVVFSCEEegUVNj6yB2Pm8i9SrU0ID39Q+fOBLh9y5rnrftnXkzr7yUfN4fvHHgb7ricg/xLw3lNT8PQkR/xoyD+0u82cLOpg1zJMqkaiAEHuXeOnAb2Tmt3HN9c437mpkU3Fmjn1Ry9fHe4hopcGwGIH2uiVU5M54Aj+M9fZgRF4MIw/hNcP2cav8UQsi4tlTjIXrsxNPl0g708+GdLiGi3S8au0DDerXQ242sxhvlYEz6bpLsaUeaoxXp/k5MQx8SDE6YIgPQJeFsGoMjWYlbsDMu3mvyOvw6sZsnpFeSDWs/B62NpZxdRzmPSWL4EQ0rKKWRHgwk2DCQZKWOZCv1JVkhJtgoG+2CIdyHCI2AWEbOxxzi0exjtaNqpXShfF7De0KIEcBVAGaM0PB+C4B/ARhqzP9vyL3TR2x4D7nXqETH2SyqZvQ8MBdYXoVcgaaicnFDKWW6vBWaOjtBQFo88Sa8UPpc4a8LMgZ7N7ZOW/jJnLz7p7OEDflYzCq2ZX+ZpmFVqK97NjQa30Da7AOWd7s2SuWdi5YCJEoL3v8d7u+lN5GPpx/yXNNY5b4hjUIz82znkqOldYcE7z4+GC2dEJFgldGjZ8P7orXmrlhdsiNGZxYitLFhejY8jgGbSs60vD6GBCA4bMTd7dYOWHljh1OI6AhIxk5Cw/p00DmMrMYX42X04T0kydWGNNunRVZI1NoRGemHPp4S5uxTz/ziAPEIfYxbcBAX74vw2gM6qYcn6KWE6SWUsbLQDp7dsALgBOqPc6DXPEgHIzx4/I+/qf73uLw4Z+GUhvezIbeZahy2y+c1vH8OwC2QC6EA2WCnAeiAPOv+akrpuHYSUs3oeWAusPwcwHeU1qGiohiC5OYanBVsqyuVUEzYKT7fs7y8c21z9aWDRnNNzPpH+42aCEVyN3mInld0eySQidl3MTzc2hg/80jrqw1fkk5YM9YARKeH3/t97vWy60nBrEPeK49bXLdMk6AdVcEXlVy9vLeoRgrUzQKklPHWrzK+jLDsT4ya6Agto09kCJMUKh0+BAZtxNPt1vUNCqZOl2Bs5yVTF6Fh/Tqic5hYzh/LM1xELzE725FqbUOatw1pUg/MnA3RJt/nFVkNh1IJfrGXcQsDxC04iEsIRHjtgp528wS9Epg+BqyVg9ZKKOfQSZzHKDF8rI5Kt5TfXV083q/DKHqMzoRcAV8ffJwB4CZK6UFCSAqAYkppRvADhgDgDcirvceC+4e04T2gmtHzwlxguR/A80rrUFEJNcQttHO1tkZmwL9wordauanpw4I7D+9aH+DCba61DxSnR865Skk9/9SW7htk3KuV1HA24uObDjLmbs9fqm9j+j0xqwlADPB7HudeKb+WKZxzyLv12CHnHQkSdNmjOR+lVJL4Y5VytNShRkunIMOW/Qdidcl8pDaeC+NM0aFY9j8VD/x9NsbdK5vVDrdobBckYzdB2ICe6BwmTuOPFQmJ7SeJ9g6kDLQi3d2OVKELydzgaIqshiNRPtghwEpcvIu4hQAR6J1t39zYOt73Gayk/wTAUHX8NwCUAbBA7jEaD8AE2awSyJHSByFPjzwGYBaAHcF9EwHMgWw6tQAyKKV2QkgMgCWQW0H1UUopIUQTbA819vekmtFzx1xguRTAR0rrUFEJFUyv9zB3zO4jXjFvMjSoXtFvKfu/4tdzAGI4sfi6dxakbr4iWEGqGI1Md0WBtnqJkhpGhyRmTLfs79Lr6StHbzT5eP0iAAiH1/UTzUsVVzL7cyyezTUHXXfHiNQwb7RnpZKzm/cW1UmBupkAVaOlFwHDlv3tMTqzFKGNNYRy2X84FFRywddrYzy9Hn2PTTR1eERjhyAZu1mEDegZnTOC4wIxlNDEQRLr6EBKbxvSnW1I47swjR1AnMGF8BhBLrIyjHAJCYC+e8PCcTFrwyGE/BzAlwG0AkgHkATZiMZAXo4XADgA6CAbTCeA6wDoAfwRsgH9O2RDuxPAXwFkQzatVcHtqQC6g1+vpZQeIoS8CbkXqRZytLUuKMkM4LeU0qHm+ed+T6oZPXfMBZZMAMeV1qGiMq6I1M82O8u5JlccEekcpeWMlhnu1rpndj0dxQCJDTNXv7dg3m25DGHTlNYlgYov6XZbQXD2nLYJAMsGHLPnFFeUubPxzvErUkWJnQUARngcv9D8pXIrUzq/yrv+aJnzyxECDV9wtvMNQSmVpMCxQ7xvnwTJsQST4MONytgSXPZvj9WZe2MUXPYfTrBtVfcgcfX5Db123tTuFY2dEozdDAxWA6NzRXBcIJYQyWwnUc5OTOttR5q9DWmBTkyDFbGBqo2XhaSwmRDySwDXQM7tjIA8XSkSwP9BNqdOyFFPN4A4ACWU0o2EkO8B+Ark1pS1kJfzAwDCg/tGASgJPq+HbHBnAvgNpfSpocgoISQDwB8opduCerYD8FBKnzvve1LN6LljLrBoAXgRsjnaKiohxC/2aWpt1UyPL4dgchinIaJ4W/erH/7MrhGlrO7YmQeSV35NDOeME6Zw6D3Nob1d7KDiPUfPBb3B0TYzu7gpv3NzoLB51XyAJABAJFy2X2leOLyFqVh0xLf6aKnjfr1ATYvP5dxUcnbznr3HJP54JkCnjc8dqEwm5GX/hLZYXdJgrC45oOSy/3BESAEH8XQNEle/P6zHIZg6fJKxU6ThPRzCrHrC+bqvuLzq5lBoIYSsgmworwRwG+TIJgVwN2RfMmTspODjHkppEiHkx5CN6wzIATUdgDYAayGPOk+GHPH8GuQpTq3BfbMopQPBdlLpkFtGZeKzNIEsAO9TSm8973tSzej5YS6wtANQf3mqTBnIoL9WU2OzEpew9Dz66ymOlvrdr330RHWEz7fMrYtpDay570iaadYVSusaThcZrHlPd2iu0jrOh6joziNJsyzuV+pudNX0Zq0ESDgARMNhfVLz/JENjGVJjT/v6H7719gAjTqnNlZytLSmgvftp5CcarRUZUT0rLEvWpt46rJ/fLDJv6K9biVIr6X9Yv0dobgWIeRfAFIAdAK4GsALABZDzvH0QG6tx0COkA4VI82HXDH/Hci5pLMhm1U35OX9PsjBhwPBbRxks0oBPEgpfYkQUgg5YpoAudq+PChpEYBCSul5R4bVZPLzpwmqGVWZ7FAqsm3ucq7eEUYEOl9pOecLgSQ9s/d3ByJ8vo0iw/k6F15Wscg4c5vSuk4liUbPZShpkgidsB0IzoRtMDnXVp5Er00pLbk+8z/H/nTkTmenw7x2EBEx9/DfXh8Le//vNc/670u4e9lx/4KyIsfD1C/FLB/NuQkhDKvLWcrqckBFRxfv3Xtc4uszATohhiaoTAx8oiu+y+uK7/I2nvR8cNm/JVZn7pWr/c1MuCbKFMplfwZMSyiuEyQXsoEcSo/ZBzkqSiCbxaHoqCH4HIFc0FQd3G6H7P9OQI6MXgLgzwAeg9yf9NuQ21c2BPdPAgBK6XoAIIQ8BOCXlNIVQYMqQJ5hf96oZvT8aQKwRmkRKirnBS/ZueN2C9vhmUkoVigt50L5vuXFXWmD/V8AgGNZG3cuM69brnSk5ExkSAmtJ9ieSWdGZQhpb89ZxXRmeR/O/PuBHq3+0F+q7pBc/vDlA4iMu53/7vpEWHuf0v7Rd2/8vcvqA3MriuyP+H1S/EqMsgctYSOStMZtSZRKohioLRO8+wDqUqOlKmeEgrJOfiDdyQ+kN7uqT9rGEY0rUpvQHlz290dq48eryX/j2XcZMxyQl8+H3lO3QH5/SJBzQIeioUOphBTANgB/Cj4fE/w/FnKBEgAMmek7IeeVHoFsZk2Q59yPCKV0PSGkAkDXhdyQakbPnyalBaionCvEyTdpamxtxBZYQuTZxZOe25vyP17ZfGwLQNCUvGD3gplbzQxhJmxEbbEwffoJdlz7R487ksQZ6urWXKLVenp+svjXxyvc2fverL42mhc1c3sQk3BT4AcJyejvelr7B/c98V9Z0cTPtuyxP+L2COZV5Gw9HoMQwrCcLmcZp8uBJNo7Be/e4xLfkAVQRQpcVCYnAuWNA/6OOQP+jtO2BZf9O+P0yY5o7QUv+4fSjOZDNpQFkCOi3wWwGXLD+6FKfwGAC7Ix9UE2ptGQDWs35DzPiuD/RgA/Cu77ePAcQx8g+wEcC74eIqVUGi4kGBmdDuAgIYSjlArnc0Nqzuh5Yi6w3A3gpbPuqKKiNPKUpEOa43YKv7Rk4k1JOn/W9FeUfq/477kECLeZUmrIittbUsKnb1Va19l4VVd4NECEUbdFmuiYTH11s+fudbzXucX1UcOGWZQyn44FTSW9HX/QPH1iPjmxoiUwo2aP45t2lzBtNSHknCOdcrS0ukLwlpBgtHTSFpF6/AG0D9oxLToS4bpzT9F2+vwI02rAMpP2JZiwEBDBJDf5H77sb9Qy+iSGMOYzHJac8ou1FxQdHLU+QlogV8lTyJXwPsi/11l8FhUV8dlqQjGA+wG8Bjm3tAZyK6fdkHM/ZwHYD2AF5AKmqyEXMfGU0gXBaz4OOboqQI6opkLuQZobvFYdgGeHz7s/p3tSzej5YS6wrANQqLQOFZUzIkqe4JSkaURCyEdgjjeZ7uaap3b9IYYAZp4LH2xadu3exfFrtp2PyQk1B7j6vUe41klVVT8aEhMbyszTj4S/fvzGrorO+XkAiRralkG62v6oebplLmlZ0canHiuwb+93immrCc4vnUIS7R2Ct7BB4htnT7ZoqSfA48WiMmQnJcDS1oUH1i+HUX9yG9z9DS2wtHUCAHy8gLSYKJgjTTjY3I6vbliBI+3dyMtQ27WGmjMs++un/2pzyHoIE0KaIbdh0kKOYtZDXm5/Kvj/nZCXzQchm84jAL4FOYp6PYDnADwCYA9kMzodwI0AXoZcGPU05Kp7HnJ7p+cgz7MXKaUSIeQmAD+n9LPc9+DvXaJGRkOMucASB7n6TEVlQkE8QgdXY6sPTkmKOvsRk49YfqDz5Q9/6dSIUhYFkQ7Pv+LdNdO3rSKESVBa22jwImB9Q1dkAsGEzGu9EAiR+BkzDpZwcf3xz1fd09kymLIG+GzgwEzS0fKs5qn22aR9ZSefXFfg+Ga3TZi5muD0ud+jIRgtPSh497Og7sWYBNHSxt4BcCyD9Nho/NdSg9nmeGSZz9xF7d+HjiIvIwUlja1IjYlEvMkITyCA+SmTyoNPZQ5u35F/Th0kLgRCyGHIle9hkJfYCwHkQW54TyDnjfqC2zUAXqWUfoUQciC4nzN4qrchT2R6BHKhUhRkYxsJOS/VDGABpbSFEPIEgK2QI6MRkNMEmofJYgE8Tyl98XzuacK/aScq3RsW9gPoVVqHisoQTJ/viHZvd4m2qMfMDvgvmapGVE+9ruc++W27RpSyAKBm+uqPlqVvSZ8sRhQADNDGhEM3rrOelYJSRtPYuGxdY8WmpIczX9V8d9Xv6qPDbMU02PuwkU5L/0LgV6u3Bn7R7OPo4K2x31p/XewDTdFc3W6A+s71enJuae5yfdT9edqIezoZzaw9AJnQSbkzE2KRHhuNxr4BtFrtSI8981vV7vHB6QsgNSYKAIUoURzv7sMc86T5cb8YqA3VhQghWgBWAHMhRy2LIUcuhwymPbh9KE+0DcBvgpHLKyEH0QoBVFFK74NsZik+Gy/6U8g5qb+glEZRSocKmxLxWf9SB06vnmcAnJ6YO0rUAqYLoxpyvy0VFWWQaIBtdpVzJ5wxRKS5SssZbxhI4tNFvztg8vk3AUB37JyytMxLWB1rWKS0tnMlV0jjSzX1SssYNwRBF3Wk6tJ1YWG25p/k/dJd5c4q/+vhmzV+QbcIAI7RtBmbAk/OyCUn6v+geXrw5tjvbOgV4xp327/RYuVzVgz1MT0XGDYqRWu8KoVSSRADRw4I3tIJGy2llOJwa5ec9/k5NV37GpqxapY8QGx2YjzKm9sxNzkBLxeXY9PcWZiVEBcqySpnJmRmFHKf0GcppTZCCCillxBCNgNoh2wQEyD3Du2AHL30A/gD5GX1AgDmYJTzaPB8KyEv1z9IKXUSQl6CnBv6xvCLUkq/Mp43NeHeoJOM6rPvoqIyDvjFPs1h6x7drk6bpt6xmog0W2lJoeCHlj/tTLVaNwGARx/b5sxe3p1kSN2itK7zYY44bRHop9GMKYvHE5VRXnbtcmO3SfPU+u/pvpj9XiFDxE8rj4/QGZnrA79f8cXAj4/zLKw3x/5g0w1x9/TGaS27AHperw8hDMfpFgSjpXd3MpqZhQCZUCtZhBBcu2QekiJNqO4cOZArUYrGvgHMjI8FACxMS8alOZkwaDTITkpAVXt3KCWrnJlQmtHNAL5GCNkDYCEh5C+QG927AdggL6MP4QHwv8Fm9MsIIUNN+aOC+wJyUPKHlH76XjsA4HFKaUhrYtTI6IVx9Oy7qKiMHcQWqNPU2PqIk19K5EbFFw13Nf9n19Lm+i8ABBLh/LU5aw6tj121hhAyKbsDcGANMdS4z0pcq5XWEgoGBtIWDexLlXLTq6ybNj7G/L3h+l37WpYtGBovaqGzstb4n8ZScqz2ae0zrhtjfrRlQIxo3W3/emlvIG/p8GKoc4Fho1O0xquHoqWlgrdEA+pZDAW7SuyubUSEQYe8jBR4eR4G7cipw019VqTFRGH4j3i/0404Uzi8PA+15mPCEDIzSin9tPAxaEjvB8BQSjcFn3sUQDel9PXgY01wif5PAN4ihNwH2bvsJISYAJgppSeGXUKRUedqAdMFYC6wrAFQpLQOlSkOpRLb7inj6h0GwksLzn7A1OOS/gP7v138jwVEbmOCQ1mb81fOvipNy+on7dQoADjB9BzarT16TvPcpwIsy7tmZ+2rYCIdM/589M5jx/tmrjp1WX4Vc7T695o/+hKIfYlVNHbscXy1usu/Mg8gMRd6fUkcbBO8hY0S35QD0DNXDo0TngCP10oOQRAlmCONWD0rA5Wtndiam3XSfu9XHUNqTCRyg4VKPp5H64ANabHReLagBFvmzvp0m4pi8ADCtu/IP68q8gsluET/bchFSyOhxWdL9Kceex2AXErpD4OPH4BcdX9PqCOjqhm9AMwFlmjIicIqKmPPZ1OSZhCK1LMfMDWZ7T5x9Pe7no0jcmUnmqYt25M47zIh0ZCyWWltFwoFlV7S7e6j5NMpKBcVOp2rM2fe7uYBxpjwnOWe9h5n/FpyyqSldczhqt9qnhPjiGORTQzr2uO4/0iHf80igLlgE0mpyIv+qoOC74AO1LMIU6gHr0rIqN2+I3+u0iLOF0KIhlLKB7+OASBRSm1nOWzsdahm9MIwF1g6AEzYaS8qkw/i4ps11baW4JQko9J6lCSe72976cNfuTlRmgMANlN6zQNReisAACAASURBVMDCjU0LY1deobS2seJ9zaHCTnZwSkzDOl8iI7urs+cWirWeTPHPltsDHn/YaTPtNzEVlic1z5Mo4l5gl/Q9ex33HW71bVgAMGNi5CXR2iJ4CpskoSkHctscFZXR8I/tO/JvUFrEZEc1oxeIucCyE8CkLKBQmVgw3Z4KzTG7BL+UN5WmJJ0vYdRtf+Wjnx4z+gLLAYDnwmyWRVuKNiRfvo4QEqm0vrGim9iO5esq5iitYyKQnHysNGPGweQ9feta3zp6dYwgcqdFnLYyByp/qfkzF0E8uU5J27/XeXdFs3dLLsCOSVDgs2hpqR7UuxDqe1Hl8/n29h35v1ZaxGRHNaMXiLnA8lsA31Rah8okRaRertFxkG1xJRMJM5WWM1FgIQov7P35nmlW22YAoAAtzb38vxumXz5Lw2gn7ZLYmXhZV9AoEkn9/gMgRPTPyjxQGpPQPPft5i8e3t24Jmv4eNEhrmGKD/5E81KYkfjmuiTNYLHr1vJGz7Y5AJs2VlokcSAYLW2eB3n8oorKqWzYviN/j9IiJjuqGb1AzAWW2wG8qrQOlUmGV+jS1NiOM/3++QSIVlrOROMnlj++v6S56fKhx9UzN340K3O9Nk6ftEFJXePFHk31nga2+xKldUwkNBpv/9ycPbUkzDvnpWO3VVZ1zl02UkX99eyesh9xr0SGEX+WR2Ic+1y3HDjuuToT4DLGSgulYkD0H64QfAfUaKnKcCQAkdt35LuUFjLZUc3oBWIusGRBHqelonJWmH7fUa7W5iQecSlRW6uNyH3N//zoWsv+LQRyJ/DuuHnl3pzl/fOjl29VWtt4YSee9n9oS6aBqCbnVMKNAw3zcgpsVmJMeP7wPfVtg8lrcdroUEpvZT8p+z73eoyBBDI9EuMqcV+3v8593QwKzayx1COJA82CZ0+LJLTMAxA7ludWmXRUb9+RP09pEVMB1YxeIOYCC4FcUT8lRy+qjAES5dkWVznX6IwiIp1yS8xjyaX9+4oeKf7XYhJs8+PVx7Yfnb+makPS5WuDPfGmLK/qCqsCRJjUrarGk/j4porM2SWRDb7p/hcq7xq0eSJWn55bTeld7Eel3+H+nqAn/EyfRDylnmv217huSqXQZo185vNDjpZaDgq+A2GgvoVjeW6VScPL23fk36O0iKmAakbHAHOBZRfkqQgqKp/hFwc0dfajTJc3a6gtkcqZyfHUVf16558Thl4riXD+/Qsu27klbWsWx2hmK61vvCnjGvZWcS3rzr7nxYwkTp9euW9aSs3c/dbl9a8fvl4fELSnjYIlkKQvs++XPMq9lawlwnS/BF+Z54p9R1y3JVHox/wDoST2NwmePa2S0JoLeQSjysXBV7fvyH9eaRFTAdWMjgHmAstPAXxPaR0qEwNiCxzX1Nh6glOS9ErrmQwk8L2tL374aw8n0k+ryiuyt72/IGOFMVqXcFEYNB8Cg6/risJBoD373hc3LBuwz8kuskREd+f9t31r2fvHtqRJlDmtAIyBJD7I/qf0G9y/UjRETOcpAmXuS4ur3HfFS9SQO9a6KBX8or/yoOArN4L6LsoBFRcZedt35FcoLWIqoJrRMcBcYLkawDtK61BREEoltsNTzh13aAkvnRapUTkz4ZJ78JWdPz0eHmzhBADNKav3MrNyvDlReV9QUluoeVO374CL+E7rsakyMgaDvTVnXkEn9IGcV4/fXFLWsmgRQE7rEcpCFL7B/bP0QfbdDI5IKQLAH/RcUlzpvC9KouHj8n6VhL4TgndPmyS0zYdapDgV8QGI2L4jn1dayFRANaNjgLnAYgbQpbQOFQXgJQdX76hk293TCcWYtZS5WOAg8H/a+/PCJKv90zQXmynjWH3O/OYNiVesI4SEKakv1FSzbaUlmuMrlNYx2YiO7qiak72Xs8MU/cKRu4809qWvPnW8KCD/vG3n/lH6Zfa9WRyRkkRAPORZXVzhvD9cpKa88dA2LFpqAvWpOcFTh9LtO/JXKi1iqqCa0THCXGBpA5CitA6V0EBcfIumxtZMBgOLCTClC2vGk58ffub9hU0tn7Zw4jmDff/8DcVbU7dls4SboaQ2JRAg+v6q2+MHwZRp6h86KE1Jrd6fkWGZ0exLdT5vuaejzxmz7tTxogCgBe9/jHuz9C72wzksoYkSIFV6lu0rd35VJ9KoZeOlUBJ6GwVvYbsktC2AWvQ62Xl6+478bygtYqqgmtExwlxg+SeAa5XWoTK+MN3eSk2dnYdPzCMAo7SeycwDzTs+vMpSfunQ60gBWrLg2g9WTlsaEaGNXaO0PqX4t7asaIBxrlVax2SFYQRv5uySsvj45rxDjoW1L1tuFr1+w4ipDzoEfN/nXj9wC/vJXJbQeArQw77F+w44vsYKUsy4Rb0oFXyi71CF4C83gfrVaOnk5LbtO/LfUFrEVEE1o2OEucDyGIBfKK1DZRwQqY874Sxnm11mItFMpeVMBbYOFBY+VPRuHhm2lFoz8/JdUWnpyIpcdFGP121mei0fa4+orYIuEK3W05Mzb3e9Idy2YlfPpn3/qr4iXhTZESvpDfB7fsi9Wn4Du2ceQ2gsBegR37zSUsfDIi/GrQYh49b/VRJ6GnhvYQcV2hcCakR8EjF7+478eqVFTBVUMzpGmAssawAUKa1DZQzxCl2aWnsd0+fLJWpz6zFjvqfW8oudL5qHt7vqjpt/sCMzw7o+4Yr1hBCdkvqUhoJKL+l291CCJKW1TAVMEb3HcnL2+CgnZv296fqiosYVcyklI6ZUhcPrekLzcsU1TPF8hshFR9X+OWX77d/w+8XE1YSQcVsNoZT3ytHSg5Gg/jGv9FcZUwYBxG7fka8aqDFCNaNjhLnAooX8A3pRFVxMRZgBXzVXa7cTt7CUABql9UwlkvjuE3/68EmeE+mnDci9+tiOAzl5R65IuSabIWy6kvomCh9oKgs7WOt6pXVMJczm+gMzZ5UlOmm48cWaOyqqu2YvH2m8KAAY4XH8TPNi5ZVMyUISzN+t8888WOT4pssvJK8BIeM6PU0Seup5755Oq71hUXS4IWI8r6VyXuzaviP/UqVFTCVUMzqGqM3vJzESFdhWVxnX6IwkAs1RWs5UxCQ5B17e+bOGcB//af6eRNhA0cKrP74keUWMUROlVpEH6SX24+/qDk75Rv+hhhCJnzHjYElSct38Tt48+Pzhexs7BhPXEYzc2zUCLvuvNH+yfIE5uJgQuVCxnk8/VGT7pt0jpK0hhHzuh1WHx4oXd/0I37z6qRG3W509eLXgl2AIQVzENNy87pt4t+xFtPXX42uX/wKlde8HlqbHlAn+iijQgDp2cuLwo+078h9XWsRUQi3AGFsKlBagco4ERKumylqo29XZp6lzrFKN6PigAe9/et9vK4cbUQCwZF/7yZzoZK1qRE8mgUbOZimj5qONMZQymsbGZetKS66n4R7a+uO8n16yfdWztSaDq4gCp0VmHDBGPsD/z/rF/uf5T8RFhZTCnalpWXxP/CMbLot7qDqMa/yEUuof6VoevxOvFfwKfsF3Rj3Ftfm4ae038PCVT8Lm7kWn9QRcPhtS4zLR3l+P2IhpWs6wco0+6uvztKabjxM2eS8A+9i9IirnySdKC5hqqGZ0bFHN6CSBOAIN2pLeIl1Bt4Ht8q4nUPPzxg9Kf3L4jx+bB5wnrRo0pawvIpF+3UxTrrocPQIzxMROpTVMVQRBH32k6tL1hyq2tc3kWv2/X/u9tXcseWu/huMtI+0/iIiYe/lvrc/zP+fdK+YWUgrvLE3HwrvjHt20Lf6r9Uau7mNKqXf4MYQwuGfz96HXnNbu9FOuWnYvzNFyZorb50C4PhKgFJIkoqHrCDKTPhvixHBJs3URN63TRT2k4fQriwFt9Zi8GCrnihtAqdIiphqqGR1bygG4lBahcgYopWyHu0xX0FWpK+mbxTj4tQQwKC1rqvP1lr99kNvUvnX4c3ZTRl1Losa3JuHyrLMtdV6sLBanZ4KeHq1TGTs8nujp5WVfWlZTs+7Q2qiSuD9s/PbcL8wp+JgQ6cRI+w8gMu4O/rvrV/j/4CwR5+6lFL4MrmfenXHf2XxV3FeaIjQ1uyilbgAwaMNh0BlHpaOioQDm6AxEhcchKWY6rK4eEELw+3cfQfdgy0n7EqIJ4wwr1+ijv56jNd1cF4yWOi7wpVAZPUXq1KWxR80ZHWPMBZYPAFymtA6VYQiSk6t3VLJt7nRCoRbIhJCrBnYXPFD03rLhLZx4zmDfO39LyaXJ62PDONNSJfVNdF7T7bX4Ca+2eQoJVEpLP7w/Le3IbA816P56/NbSQ625i0caLzpEEga6n9Y+czyPHF9BiJx32i5EH99j/0aTjZ+/koBE/P7d/8EjV/32jFftd3TipY9/goeu+BUMOiM6Bk6g19YGb8AFH++FRCVsXnDD5yunAbfgO1gp+g5FAwE11Wh8+db2Hfm/UVrEVGNcKwIvUgqgmtEJAXHzrVyNrYmxBhYRYJ3Sei42FnuPVjxQ/P6c4UaUArR83pdKF8bEaVUjenayxWlOC9estIyLBMK0tixc09Ge48rKKj74YNZf1vfNih144cg9O5v7UlcDOG29vQux5usDj5tTSF/nHzRPNy4gjSs2Ptc6u8v1P7OzE7Seb37xiQ8lKm7GKX9rf/TmHXC4rUiNnwVe5BGmM+J/X78Rj9/8Ogqr38Escy50mjAIkgA/7z31sqcrJ9pwjWHVGo1hFSShs473FPZQsWsR1Olw44GaLzoOqMv0Y4+aN6owTI/XoivsPqAt7k1hrYH1BFBbo4SYFKGj4UcfvxJO6Mm5uLWzrtltDHPo0sOz1TzRUZArpM0HxYgFMirjgyhqjDU1Gy45WH7NgNEvtHx/4a+3fGft71uiTbYCCogjHdNO45OvCTyxNuW9PJ+DZ32O70QINg8fFjf4+GXRbJ0Qqyv9sKat3FF49B38u+QFUErx5L356BhoQp+9A41dR6Dl9PjPgT9DFHlMi52B9IQ5KDz6zkl5o6OB4ZKzdBE3r9NFfZ1h9cuLAE3NmLwwKgAwAGDEvGKVC0Ndph9jzAUWFoAVqgEKLSL1c03OcrbJFU+kz3pYqoSeSMne99LOnzeG+YSTKuR74uYfqs2IsW+bdtNcQphEpfRNNnZo9x1wMr4Rx1mqjD+RUV3Vc+cWShzH5x6wLy171XID9fl1I34/Wp+6CYTTITV3mW2Ba78nhnEnvXxNGAGAPjGs5d2e2+sffPmZTSZDNJkWOwORYbFo669H+0AD5qYuQ6e1CY9e8wyMhrEdWy8JHbW8p7CPit2LAYwukVVlJN7eviP/eqVFTEXUyOgY071hoQhgj9I6Lhp8Yo+mcmCP7uNOJ9foXKMaUWXRIeB7at/vLKcaUa8uputwenLflqSrI1Ujem7MF9U0ZyWx25JySvbflNvYkFey1HQw+Zn1j+VdM/+D3Qwj1g7fz1O3H5BExGy6D/0uPqpAtyH5P4PTvQ1S8n5KIcWznnR/xzObo/R+6Zol8yvDdSaPj/dg0N2HGYk5ON5RCZMhGj/ecRc+OfyPMb0HhpuWrYu4ZZ0u6utg9cuKAE3t2Y9SGYGPlBYwVVHN6PjwntICpjrE6q/RFvfs0xV2x7C9vksIEKe0JhVKf1L1zMeJA66TZstLhA2U5WyrWh4zT6tnwxcrpW6yMltMXgiq9pZUms7O7JX7990c39s9vWhb4gd5z2x6LG3VzPKdILQdAHxtR8AYIiD5PDBkLAI/0AovYwzbHPjNqm2Bn55olhJLv5qnpUnhhF1h2rMoku5mhEBDhySJ4oLpa5GekI2EyBTMNOfiwPHx8TyEaI0aw5q1+uiHsrXGG2oJm1gEtQPMufCh0gKmKuoy/ThgLrAkA+hQWseUQ6IC2+Yu5xocRiJQdXbzBOObLa+8t6XyyGUEYIc/f2jeHTt1EU7d8vjL1o7nbO+pzDvasqJ+xrlWaR0qMhqNt29uzp5jJlP/KpsU2f/nmrsqdz/+i0tFn5NhwyIRs/l+DHz0Rxhm5CH20q8CAKgkoue524Uw0UVFSdLMiWPgDlCcGKTUHB0/6PRxJobhNJFhMXD57PjfG14Myb1Q6ncK3rJK0W9JAPg5Ibno5KR6+478CTEFixASC8BGKR0xh/kcz8UCkKjCZlD9wzAOdG9Y2AmgUmkdU4aAOMgdGdyj+7izV3PMvlI1ohOPawc++mRLZdX6U41oS8rGIpe+2bA8/rIc1YieP4uE6WpV9ASC5w3xhy1b11oqLz8RLvrbV9p+dlmMYVDIuOKGSmGwCwMfPAXR0Qd92jx0vf5tAECgtwm6nC2c7qanNQ4/0OthvLX9FD/bqCXXzBiMSQnvQV56ZH1D9xHMTV0WsnshRGfShK1dp49+aI7WeH1NMFrqDpmAycMHSgsYxq8AXDPanQkh3yeE1BFCik/9B2AfgDO2LwsVamR0nDAXWH4M4AdK65jMEEegUVNj6yB2Po8AYUrrURmZpd7K8h/tfCPl1Mp5hymtvjRzVsuV065O0LKG+UrpmwpQUPqSbncXJUhWWovKyfznP/9BfX0tn5xMxQ0bjfoWR0Lrx/k9CcaFV+miVl1PAKD//afgaz0MKeADRB5EHwnKe5GQlGhbqmsTvL5A3MPLtGh3UpR3Sf7rL7lrd5Pn2lmAJlOJe6LU7xC8Bw7L0VJBzcOX2bx9R35I2zoRQhIhpwZ8CcBuAA3BTVrIwcShWbNZAJYA8AN4E3JQwA3gRkppgBDyKIBuSunrIZR/Tqh9RsePfKhm9NyhlDJd3oOaOjtLAtJiADOVlqRyZtKF1vr/+/hvxlONKM8a7Aez1javiknVqEb0wiEgJEWKrW9jB1QzOoGora1FS0sLKGU1/f067p9ve72Zs1vNRsanvWKLteK9/z6XwiVmJXqbDoEzxULytQMAJFcfAMChWxj1XksfMqbPHvht+TG2aSAQ9bsv6HWXR7y51W3cYS92f/GjBveN6YA2pMvnhOgiNGHr1mrC1kHk26oFb6GVir1LcPEGBdwAihS47m8gTwkcKox+Djit1RsD4BEAEoBbAfyWUrqLEPIc5J7n7w7tRwhhT13anyjL9GpkdJwwF1gIgC4AauXwaBAkN9fgrGBbXamEYrrSclTOTrRk7fnLrl81hXlPrpynAC1dfP/H0WEDurzYLWsJIUQpjVOJPuKo/4+uXJFImcrIvPHGGxBFEfHx8WhtbUVmZiZ43us3Gtt6HvtOuFkgHL31brtbnLYOkatuiel5+3FoY9Pgrt0L1hgDTXwatElZ4IwxCHQ3INZea624YbAtmrg+bS7qocS5z71t/3HXLSmAXrHpSnK0tNQi+g+bAWG2UjoUIn/7jvwrQ3lBQshGADcAmEMpvST43I0AHgCwH/L48bUAeimlvxzh+LcB/IZSWhqMjM4EMA+ysU0EQAB0Q46i3kYpbTn1HKFEzeEaJ7o3LKQA3ldax0SHuIV2zcH+Qt0nXQLX4lqnGtHJgR5+z+/3PVV1qhEFgNrM6wtEtsaYF7tlvmpEx454GpHJUua40jpUPsNms2HOnDlITk6GXq9Hf38/tNowXUTE6rSKg1d1C1595bK5npgf3G5hPfnf6hbdNkESBVBJgOhzQvI44LK8D4AADIs+7bSYRf4/LXgg8EilnYYdAYAwQk1bjP/9wr3mm6fPMb2wk8BbpcS9ytHS9ev00Q/P1hi/VE3Y+GIAHiW0KMC/Q3kxQogW8srqd4Y9xwJ4FMB8yCb0WwA2A3iAEJJxyvErAURTSkuDT2kB7KGUrg0a258C+AWl9JLgc4oaUUA1o+NNvtICJipMr/ewdm/3AW1xTxI74F9PgEilNamMDgJJ+lnV058kDLi3nLqtN25BZZupi9mcdEMkIWRsO3erYJZo7lJag8rJ6HQ6zJkzB319fejs7ERNTQ3i4+Px3nsVaQfLv7hicNDcL7q81vu+aDfD1sr6jhcGdKnzRM4YCyY8GpLPDVf1bvg7aqGJl3vKfigtW7TA/5fchwNfq3BSQzUA6IGwTeEfXnpv4i2zc0zPfEyIW7EiWVaTnqOLuH2NLvJBntUtLgS4eqW0hAAeITajkE3os5RS29ATweX1rwFYBnnS4wuU0gUAbgagH9qPEBID4BkA9ww7XyrkYTwTFnWZfhwxF1iMkMeHaZXWMiEQqZ9tdh7kmlxxRFSb009WHm156b8bK2suP7Vy3qeL7irK3VS9Ni5bG69PXaeUvqmMC76uN3X7EkHUQMJE4LXXXkNcXBy2bt2KN998Ey6XCzfddBOMxs+GHB0+fBg22yCtqzvkXpJHSG6uPjx51ZKqx58QTTwXl873NTOCtR3J9z57xutcxxaW/4j7qzGc+LOHngsA/lLPmuKjzq9EUmrKG987PTsi33JE8Bbaqdi/BHKe41Thg+078i8P5QUJIXsh54ACwEIAbwN4CcATALwAZkDOHe2AbET/j1K6PxhR/QBy1HPXsPN9AuBuSmlr8PFtADhK6V9Dc0dnR/2FNo50b1jogjqrHvCLfRrLQKHu406HpsG5WjWik5cbBt/ftbGyesOpRlQiDF82/8aa6QZONaLjiBH6JD00iizTqpxOdnY2ampq8NFHH6G1tRVZWVkoKys7aZ/MzEzs319CIiOnGUv2c2HTMzKLUsXamZsyDkzfuqa9JtBeHWBNnz+z421x/dIc/0vZ3+PvOeCl2uMAoAV068KKN3058Y4FCyN+sZshtgPjd6dnh9Wk5+oi7liji3wwwOoWFQJsw9mPmhS8FeoLUkrXBZfQLwFgAXA/gHJK6SZK6TbIxvRJSuk2SulmAOXBZfx7ASwG8L+EkD2EkBsJISYA5iEjGmTCeT+1mn78eQvAF5QWoQRk0F+rqbFZiUtYSoD1SutRuTBWeitK79q7ex4BOW22deW8ewpZVEcsjLlNbZo9zmSLKc5KrklpGSoAcnNzUVZWhoGBARgMBmRmZqKmpuakfaqrq0EIQX9/PwyGMPLRR+a12dmLezIy3mtavbo1p/wfXpK2IbqqhZE0ksRkn+FSAAj+Jm5e/jdxE72T3Vn6Xe5v8XrCz9QAmtVhBzYuDzsglPsW77HYH9RKUsxKKJSvTRh9pCZsw3pN2AaIfPMRwbvXTsX+PAxbSp5E8ADeUVIApfQSQshmAN8mhASGbyOE3BT8Ugvg55TS5yBX3A/f5zrIkdWhxw9AzjcdvoyvOOoy/ThjLrBEAejBxbJUT6nItrnLuXpHGBGo2tJnijBTbD721Pt/oKyI0/5YtqZs2ncswUWvTrkjnmM0atR7nPGDt7+m26sDmZR/3KccXq8XJ06cQHp6+knL86MhIqK3dm7OHr9G41/ooXrHa4037y9rWjgPlKSc7VgCSbqP/aD0UW5Hko4InxZ+SoBU4cstrnB8nRHF+FWYAMMmqOS1Cb6SKtF/ZBogTqZ2fe9v35F/hdIiLhRCiIZSyge/joHcysl2lsNCimpGQ4C5wPJfANuU1jGu8JKdq7Nb2E7PTEJx1l+kKpOHGDrQ9Zedv2oxeMXTKucdxtT6kjkLWjfGL9XG6JLUcZUh4i3t/lIH4z3t+6EyOTEnHT8wc2a5mWGk9H4xpvPPNXdVNXRlrABw1iJABpL4Vfbd0ke4f6ZoiJg+9DwF6CH/nOJy+zeoKCauhryMqzgi31QlePY6qTSwBBM/WnrX9h35rygt4mJANaMhwFxguRXAhJ18cCEQJ39CU21rJ/bAEgKEK61HZWwJg8/1fNFPS+IHvKdVzgus3rF3yZ0VM/RuNjdmnZonGkKOsR0HijXHliutQ2XsIETiZ8ws35+UdHwhIYg8Ecioe8Fyd1ufLXodGcXKGgtReJj7V+mD7LsZGiJ+GhCgALUEZpWU2R/xC0LyWhAyIdLzqOQdFHz7q0T/0VRAnKG0nhEIAEjYviPfrrSQiwHVjIYAc4HFBKAXE/9T4OiQpyRVaI7bAb+0hMjNc1WmGAwk8bdVv3ov60T/VSNtL1ny8G7CWCI2J986lxBysU5mUQQRUuBlXYEbBNFKa1EZWzjOZ507t/BIRGTvakLAlbuWlL9SeaPf69WvGdXxEPj/4d4u/QqbP5Mj0kkTuw7z0w8csD3s5oX0NZArrycEYuBEleDd66SSNQ+ATmk9QULe6P5iRjWjIcJcYPkngGuV1nFBCJKba3RWsK2uFCJhIn6SVRlDvtv6p3fXHjp+xamV8wBQO/um3W3hx8OvSb0vjmW4yZQDNmX4j7Z8bx/jUCPSU5SwsMGmefN29+n0nmUSiPRh/5a971RtjRIFduFojtdACDzGvVl6N/vBbJZQ8/Bt1YHUshL7Iw6fMH0tIWSimD9QyWMVvPuPiIHqNEBUegDKndt35L+qsIaLBtWMhghzgeV6KNAiYiwgHqGDq7HVMwP+hWQUOUwqk59bB/+z69bCvStHqpzvi5tfWZEeZ7s0cbM2Uhu3Wgl9KkAr01+1U3tYLRKc4sTFtRyanbXPyLLibD+0njdbrysqqlueSSkZVUBAh4Dve9wbZbexH2ezhMYP31bLJx3ab3+k38tnriWETKjeoGKg0SJ4izzBaGmoo7h+AInqEn3oUM1oiDAXWMIgV9WfW7mlgjB9viqu1uYmXnHZSNExlanJWt+Bku9+9FYGoSTp1G0+XVR38YIv1maFgZ0btVKNyikIBaUv6Qo6KKFqweCUh0rp6Yf3paYdmUMI4m1SZN+LdXccrGmbtQQgCaM5gwF+z/9xr5bfyO6ZxxAaO3xbnZBo2Wd7qMfDz11NyOkfQJWESp4BwbvvqBwtlUIVLf3v9h35I6YnqYwPqhkNIeYCy98gj+6auEg0wDa7yrkTzhgi0s/peacyFckSG6qffP95ZqQWThJh+OKlj+zX45BpY9LNcwkhUyMHehKzU3N4Tyvbf4nSOlRCA8vyzqw5xYdiYtqXEwJ9mzDtxAtVd9V39ieuJcCo8rbDxyxYbwAAIABJREFU4XX9WPPXii8yRfOZU3KOG4TYqmL7Q50ufv5KAjLhRjSLgYZgtHRwvKOlt2/fkT8li44nKqoZDSHmAsuVAN5VWseI+MU+zTF7NdPtnUuAUX3SVhk9onsQjN4Ewk6IQtYRiae97S/sfLLN4BVXjrS9Yv4DBVauNPKa1PtjGcKmj7SPSmgZIM7Gf+vK1Jzdiwy93tmRM293S1iYYxX+n737jouryv8//jpTGDoESAIhAUJ6770ao1Gx7a69l7VGXV1bVt3du+53lfW3dldjr2tbdW2oSdSEAOmFNAhpkIRAAknoDEw7vz/uoCkkAQLcGTjPxyMPw8y9d96jCJ85557PATbah2S/tf6assrqkBmiibvrhGCvesL6xroLTctHCsFRhecud8SWjPK791Q5Rk8UQvjcIjnpqTnosmdtcTtyEsGT1MqXr0dfRV/ZytdVTkIVo+0odnG2BdgLxJ7q2PYiyh151pyyg6LKNVb4zipGn1K1/jtqcpcC4KmvwRY3gOhz7jrqGE99DaVfPQXSg7Da6HrRw1Rl/0DN5p/pfuWT1G7LInTomUbEb5JQaitfyXxiRczBurMbe35Pz1nLtnSrc50Xd1FAqLWL6m/pQ96xLd7qEh6181UnFBlZvHnQ4HRpsTiHSZBLymdkfpJ9oc3psI5v6jXCqa74p/X17HNMq0cJQfiRz+1xh+WlV9y5q8IxYbxARJ/oGkaRUkqPc0e2y55RJz3lYwFrK1z28/s/+faSVriO0gyqGG1nsYuzU4GHDQ0hpcdcWLvKsr0ySDg9IwzN4mcOL5pPyNAzscX1O+rxqnVpWLr0IKj3KA4t+DdByWOx71hJQFw/rFHxuO1VhAzwzbU+ZtyuZzf987t+Ow83eo9UVWivHcsHT907PDTc1C98jNrW1cdkWramb7XsU/9dOrH4+JzlSb3X9TKZZE8XFscXxRemL9wyvac86faiR4ukquxf1vkbzjStHyvE0Wsb9npCti+tuG17Wf2UMQJT99Z/B6dPempKXfbMLW5Hbm/wnM7MzXn3f/Lt960WTGkSVYy2s9jF2f2BPENe3OmpsGyryDbvU7sktYSr6iBlP71B14vnnfS40v89Qfj431K1YQEB3ZNxVx8mYvLlmKy+eYvlo3tf/nrK2l2NtnBymW1VGePu3BAuN4bMiL1sqBCiNUYelFZUQ92Bj2xZXRFNm55VOiZhctX167dyZbduu0YLQVi1DC5/d+c1y9flDxmOFPFNvU40FQefsb6yZbpp4zghjr4PtUgG7kovvyX3UP3M0QLTcQscfYE+Wro922XPbMlo6V4g6f5PvvW0UTzlBFQxaoDYxdlLgXbbOlFUOwusW8r3iHLHaOFHq/l9TVn6uwQljSIw8cTddOr35VKe8T7dr3iCmtylVG/6keC+E6jdtoyISZef9FwjXF/22YLL05dPaayFE8DysQ+k17p/jL4w4bZIkzCrDzA+6gPb0nV1wjna6ByK8axWe+mQIYu3hoYdmiwE5gPubntf23LD5oL9PSfRjNZ83Sgrfc7675xJppwJQhy9YcsBj61gSeVNW0rrzhwh8N2fC9JTXeq0Z27xOLYmgyehCac8fv8n3/61zYMpx1HFqAFiF2dfB7T5frem/bVrrVsrPNR7xqpdkk6PlB72f/Agsdf8CyEa/1fptldR8umf6XrxI1gi9DVg9fu24qrYj7umHFd5MVFn3dGesU9qlj0z84GF/0sWUvRo7Pmt/a9ckh+SF3h+/FXmYEv4uPbOpzTdenN+1lrrLt+8D0QxRGjowe1Dhi6uDAioGwOwrb7fltc2XFd0uDxiRlO2F20Qx6H9zwe8lDdO5E0U4uh1BaUe6970yus37q+bM1Rg8dlFjfpo6bZ1LnumU3oqxgKNrST1AMn3f/Lt7naOp6CKUUN4e44Ww9E3i7cKt7RbdlauMe+u7iE8qFW2raRuzyZqty0navatjT4v3U5K/vtXwidcSlDvUb88Xr35Z6xR8Tj278BxcDfRZ9/ZXpFParA7b9NT379uMbuOb+EEUBo9LHtdcnLZ6PBeIjls+Mx2jqc0kwNX1Xu2dAsCn2pcrhivW7edq/v1XxFtMnmSAZZVT1z+n/W/c9fZbU3aXrRBT1Fa9KL1xZ0jxY6JQhw99X1QWorSK69eX2w/f5DA4tO780lPdYnTnpHrceQlg6fXEU8tvP+Tb+cYFqyTU8WoQWIXZ88Hbmut6wm7q8iSU77NdLB+hEDtV93aytLfxRbbj+ABk3Ec3ENNTjpdpl/7y/NV67+jPP1drN30nsxho84jKHks9UV52HoMYP+HDxM5+UqCB0w26i38ors8sHf+wqcLA+2eRls41QVEHsgcfc2OGLYFTe3+uxFCCLXhgR/4b8DyZRWmWuO/wRQf5HElJ69b1iM+d6gQRHkwub8pPTc9bdPsaLfL3KxFrIlif+FL1hcLhor8iUIcPcJYJs0H0isvXVNo/21/gbXfia7hC/TR0rx1LntWw2jp1fd/8q1f7pLYEahi1CCxi7PHAatO9zqmg3WbLbnlVaLWPU40PvWgKL8Io7r8lcwnV0UfrG+0hZNHmFyZ4x9e6XJ+H3VBr9u7mITJZ9qQKSeXZy5anWHNVbdTKCdksdRXDByUkR0ZWTxJCALsBFZ/uPvyzGXbRveniduLNkgWRbv/bX2+cKDYO1GIoxc/lktxcGnV71btqb0kWWDz+bZj0lOZU1/xxqj7P/nWYXSWzkoVowaKXZy9AWj+ihaPdJp3V6+27KyKFG45uPWTKR2RBZfzuc2p3/fZUX7Cbe7WDb9z8X5TRsRFvW4i0ByiFsT4EQ8e51u2xVUIoozOovi2oKCK3UOG/rw/KKh6AsBhT5f9r+ddv27b3uRxQNdTnH6U/mJv/r+tzxf1FUWTxDEdHSqlKFtafcHy3TVXJkDg0FZ8C63tn3Pnzzp5mxSlTali1ECxi7PvAl5s8gn17oPWvIrNpmL7QOFDjfMV/6DtffGr8Wt3n99YCyeAPT3PWJYTa3ZM7DJc9AoZqPpW+qGvA9YsLTFVTDc6h+IfoqIKNwwclBFgNrsGARQ4E7e/tun6XfsPxjR5e9EGg0XBzn9bXyhJEvsnCnH0gtkqREVG9TnL86uviYNgX+tt7QH6zp0/K9/oIJ2ZKkYNFLs4OwzYB4Sd7DhR7thmzSk/IKqc4wT4ZrNKxafdXPbJ979LXzXtRC2cqkLid64Ydl5xrGlf4KSuF40WQqielX6o0HRo8w8B2b48AqX4HCl7JWxalpi4MVkIGQew1j5qzbvrL6+qrg5u8vaiDYaLndtfsr5wKMFUetxObTWIqqzqWVnbq2/sBj4z8/LD3PmzzjU6RGenilGDxS7OfgG4+7gnpPSY99WutmyrDBBOz6jjz1SUpplTl770Dwu+7nuiFk4us60qc/wfc6hfEHV+r1sjhTA1a5pO8S1v2X7e4xGyKT0VFeUXJpOrtv+AZatjYnaPE4JgCXJh2eylX2w4L8jlsDR5e9EGY0Ve7gsBL1X3EIeOu4+5FlGTVTstc1vVzVFIw9vGXTR3/qyvDc7Q6ali1GDeHZm20tAH1OmptGyvXG8urOktJOoXinJahrtzsp/4/q0As4sT3lu8fOyfMsqdX3W5KOE2t80c5GtTaEozLbJuTN9tLlW3WSgtYrPVFA8Z8vOu4JDyyUIgHFjrPi36XfqSnEkJ0iOavL1ogwkiJ+eFgJdqu4vyscc+Vy+wZ9ZMytxadWsYMvK4kdR2sAvoN3f+LLXjksFUMeoDYhdn/yCqnQOtOeW7RZljlDjFtL2iNEW8LMp/adFz+wNrG2/hBLC13xXp+WF7TFNjpnl6BPdRBUwHcFhU539hW9nb6ByKfwsPP5A7eMgSh9XqGAFQKcMOvbXz2pWb8geMaM72og2mmTZuetb6sitGVB430+eA+iz7mIzcyjuCpSdq0gl3Fml9982dP+u5dnot5SRUMeoDElIXnSnKHQube2+OopxIOFVlL2c9uSq61HHCJs4Ho4ZsWNdvVEVPS1Xg+Jjzxon2+wWgtLF3bEtyXcLd7FEsRTlWbFzeyj591sSaTJ5EgCJ3XMGrW27M3bs/drKAiOZeb5Zp3YanrfNlF1E98tjnnOBcZh+xdEvl3ADpiZlC2967XgX0nDt/VmUbvobSRKoY9QFJ89IEsAUa3w1HUZrDisvx3OYnf0jeUXHCFk51AZEHssbcusfq+KnLeT1vjRZCqI0SOpAsS97SXEuhWlWvtAoh3I4+fVcvj43dPlIIvQDdUj9ow5sbrikpLw+bKTh6R6amOMe0av0/ra+ZI0Ttce0NXeBaUT84c2PFXUK6Y6fSNhtvPD93/qx72+C6SguoYtRHJM1LuwV4zegciv/7+95nvxqzdt8JWzh5hMmVNfEv62pqP+lyceKdDqvJNqS9Myptq5b60g9tmVGIxr8HFKUlrNa6Q4MGL9kSHl46uWH3pSVV07M+zb6QenvAlJZc8wLTsrVPWN8MDBP2434OucG9qr5/ZnbF3R6PO34qQjS76D0BN9B/7vxZu1rpesppUsWoj0ialxYI7KGZDYcV5Ui3l3/w3YVL1k8TiBPed7x++F1L9puXBc7sdl59t6AEdZ9oB/UfW8Zau3CMMTqH0vGEhBzeOWTo4sM2W+04ABdm55elFy5ZsGlGN4/L1KJFkL81LV39d+s7oSGi7rgZQg94VjmSM9dX3OP0uBKmIUTAab6Fz+bOn3XpaV5DaUWqGPUhSfPS/gb8xegcin86v+6n9DsXfNfvRC2cAPbGz1ie0yOqvrfNYhsTc9YJFzYp/i/bXJC1xrqzRaNVitIUMTEFa/sPWBZuNrv7AdQQXPHe7quy1mwbNggpWrSI7krzT6v+bHk/Ilg4Bhz7nAS5xpmwbG35PTVuV/J0hGhp3+2Jc+fPWtnCc5U2oIpRH5I0L60b+uiozegsin8Z7d60/vHv3w00u05833F1SI9dK4ZfdjDQuSzqnPibuwkhwtszo9K+nLiq37WlmxDN20lHUZrH405M2rCsV6/NA4XQZ/ZKPDH73si7YcOOvQnjRItm+6S8zrxo5SOW/8QECmffxo5Y7+qxfFX5H6qczn5ThRDN+R7Pmjt/1tTmZ1LakipGfUzSvLQ3gJuNzqH4jwSxd+fzC14oCayVJxzpdJlt1RkTHtnmqP0o5uKEu+wWU8Bxow5Kx/NZwPJl5abayUbnUDo+s9lZNWBgxrqoqH0ThNB3Ctzh7JP7+sbr9pQe6tLs7UUBBB7PTeYfVjxk+TjOJlyNjrRucHVftbL87sMO5+ApQpz49qQjXDx3/qyvmptFaVuqGPUxSfPS+gG5nGDxiaIcKZKKQ//OSl0TVeo8YQsngOXjHssqc34ZPDvu0upoW9y09sqnGGu7qXh1ekCO0TvcKJ1IYGBV4ZChP+8NDq785cPxytrxq97PvqSmtjqw2duLApjwuG8zf7PiPstnPQOEO7GxYza5YtasqLirtN4xfLIQ4kQtpzYDw+fOn6UKHx+jilEflDQv7V3gOqNzKL7NhqPu2c1PLui9o+qikx2X1++y9PyIMtk/uKt1RNRMdQ9hJ+LB43rLtrgcQYzRWZTOJTKyaNOgwUtNFotzCIAHkzut7Nyl32yYHeJ2mJu9vSiAGbfrbsv/Vsw1f5VoFe5ejR2T4+6yfnn53CK7Y/TkRlrWXTV3/qyPWvLarU0IEQ2USyndrXAti5TS1QqxDKOKUR+UNC+tL/oWoWp0VDkBKf9R+MxXo9YUX3CiFk4Ah6IGb1zbf3ptqHtDzNk9bogTQoS0Z0rFeN8ErF16wFSueo4qBpAyPj53ee/kdYlCyHiAOmw1HxVdlpGVMzaxJduLAlhwOe+zfL7iNvM3yRbhaXQ3qDxPxMas8jv21taPmyCEKQbYAQycO3/WaRd/rUEI8SbwnZTy8yYe/wYwHmisSb9JSunXt+OoYtRHJc1Lexu4wegcim+6p/ydb89ZsmnGyVo41QdElGSO+0Oxu+bTrhcn3GM3myx92jOj4huKTIe3fBewXvWSVQwjTK66fv1WrOzWLX+0EPp212UysuTNndetzs3vOwrJCTuAnIwVl+Mhy8crbjL/0M8sPHGNHbPdHbY5q+KW3VWO0R/fPf+CD07nfbSEEKI78APwO+Bn9KIYIAD9loU679cDgDFSyhLvOZ9JKacdcZ2XgI+llJntFr4dqWLURyXNS0sG8kBvLKwoDS6u//7nW3/4ceCRLZy21dXRMyCAYJN+O5ZHmFyZEx/Prq79IOSc+GsPRwR0VdPzndhbtp93e4Rs9F47RWkv1oDa0iFDlmwNDT00RQj93tE97l47X9tyw7ai/V1btL0o6Lcs/cny4aprzYsGmoXs1sghe4C+aBXO08nfEkKI94FxwBzgb8ArQP0xh5mAe4E/ojfk/wjoJqUcfcR1XgI+BTKllJ5jXkNN0yttJ2le2pvATUbnUNrevtduxV19mIAeA4i94h8nPEZWlXqGWc32DxOSQu7dt4+MmmoWJvfhhYOl/C3214GB7OF3pRdb1ouh4f3E4MjJasFSJ/eTddOSfHPJTKNz+JqKigoiIlpU/yinITTs4LYhQxZXBwTU/VJsZdePWP/OhisPVZYHz2jJ9qIAgdTb/2J5f9UV5sVDTEIeeZ/07WgVr5528GYSQswCLgMGSilneh+7HLgdWAasBqYBJVLKf3qfDwcE8FXDOd7HXwJcwGjAAyQCFUA5+qDVLCmlo13eWBto9qo2pV39H9Dun+SU9lW2+C2QkoQ/foa7sgR7/rpGjzG765yrh/VdedjlDsmqqWFbfR2zQkP5trKCUNOv/ysX9pi+oiSo0tzFIroPipikVlIrjHb1TjI6w+mqrq7m7bff/uXr0tJSPv744yadu3PnTr76Su/m8+WXX/Lll18CUFBQ0Oo5lVOrrorpv3LFpaPz8iav9nhMuwBG2jaMenb8vDOvnPTVcmuQq0VT0XXYgh5x/X7G0Po3g/7rmp7ukeIw+qjo26c6t7UJfZeoPwPzjnjMDDwADEcvQh8EZgO3CyGSAKSUlVLKikYuGQB8JKWc7i1S3wTulVLOlFJO9edCFFQx6tMKUlPygXeNzqG0LXv+ekKGnAFAUO8x1OQuPe4Yx66VrpQQdgfWyknTQkL5rrICCTglLKiq5uaoaACqQ3rkr+g2OMxtX9VvVtzVNtHyHUqUDqSLDE2ySvMWo3O0lN1u58svv8Th0H/fHj58mEWLFlFXV3eKM8HlcrFw4UIaZgFNJhNCCAoLC+nZs2eb5lZOruRAn3FZmVcm7CscuFRKDgsQZ4X9NP3FaQ+Nmz0yc4GwyI0tuW4tgSEPum6fMaz+DevrrvMeQaswolCbB7wspSxveMC7cn4u+kKkxcCrUsoRwJXAqX5W9wIOt1FWw6li1Pep0dEOTrrqscboXUpMoVHU5a+n+P37KV+mj/oEUm8PqS6pn0JgX4Awk4kl1TVUeTwsqa4mzmJh9q6dnLFzh8wcclPNhh1vdTu31427zMKcZNibUnxOf3ePg0ZnaCmTycQll1yCzaZvTmez2bjsssuadG5GRgZDhw795euGovTQoUNER0e3flilmUyWXbvGTV+x/DJTWVlsupQ4rbhsV3b7dM6zsx7rNbJ/zncI8lty5RqCSv/huuaT1k7cRLOBuUKIJcBIIcQbQojJwJPA88ClwH1CiG/Rf89HneJ6CcDuNsxrKFWM+riC1JTdGDDFoLQfYbXhqasFwFGUh5SSuGufxlW+H9fhQo9W+PyCGI8ppMaj37O+3m4n2mIms28/BgTacCPpYjZTYw5ybi54TSSFDiwNs3b5peF0UeUBY96Y4lNGuBIHI/HLRQ42m43AwF8HjkJCQrBYTr2289ChQxw4cIBhw4b98lhwcDBSSmpqanj77bepqalpk8xK87hctsjNm86asXbNhUV1dSErAcKo6nJ30vzz/u/MJ0yJPYvSJDT3A9XfClJTDPmeb5hO906pZwO3AaullGdKKc8H3gKellKeL6WcDaz2TuMfRwjRFzhwzFR8h6rfOtSb6cD+Afj1/SDKidni+lO7fQUAjv3bCeiud2AKShrFqI0vbPz4m+yUUreLtw4fAuCAy4lVCCrdboqdTkYFBlFrCqirddRY95aWdb9l9M19U9Nf5epP7kdKSVpeumHvTfEdwdi6BmPLNjpHe1q0aBHnnHPOUY+dddZZ9OnTB4/Hw8CBA9m9u8MONvkluz0icfWq307YsmVmtttt2QoQZ9qf+JfBqSkPnvHv/V2iKxdIsDfhUjlAu7dyaoy3ID0DSBNCfOsdDZ0JXHHE12nA9GPOaXAx8H7DF0KIvwK/BwrbPHw7UcWoHyhITdmD/ilK6YAiJl9J3e5sit75A+7qMgIThlL8wUNMdK9f78zZ03+93W6NtVjY7XRywa6dFDqdxFkszD90kFiLleRug/MqHLWBHukRE+OmWX7/xSMB32xdTH5ZIZv253Gotszot6j4iKGuXse2lOmwqqqqOHToEF9++SWfffYZO3bsYNWqVXg8v3bFsVgsqI4yvunwoV4jl2Vd0b+gYESmlGI/wCBr3tB/jXlszo1TP8kODHUskfqq8hN5rCA15WTPt7eNwOXekdCj/gDXA29LKRcLIaxCCHHMuU9zRDEKvAoMklLuoINQxaj/eAI1OtohWcJj6PH7VwjsOYTgQdMJ7DmES6++ZOXkDZtjttbVB/ewWvksqTfDAgMJM5mZHhJKalwPHurWnVmRMdVfWLtG9o6Jqg8wWz1dQ6MjZ/WZRLm9kujgSL7K/ZHpSWpBvaIb5O45Ckm10TnawqZNm8jJyfnl67CwMObOncsNN9zAJZdcQt++fRk/fjx79uwhOTmZxMREVq1aRXx8oxv4KD5BmPbuGT51WdblYaWlCelSUgswLThr0guTH5p6wbifFpsDPKsaOXFFQWrK/9o5LEKIKCHEWUKIxrbf/ZgTL0iuBlKFEMOB94CfhBA7hBA1QggXehuoJUKIFUKIzcC3QIj3NVvUBsvXqD6jfiRpXtrT6E1xlQ6qevNPRFRsLf28Jn/7a3tKJ39eXs4t0dFc3SWKZ0tL2e1w4EZyY5cohgcFu6+qDansGVlXfee4a3Zf9r429dMrn2fj/jyezXqbCFsY/WOSOFhbzlPnPEi/mCSj357iAz4PWJFVZqpRmyAofsdmqy4eMnTxruDg8slCIADsBFV9sO+KjBW5I5PxiIHeQ2cWpKa06/1JQogu6FPtS4D70Fs3/YC+St7Br4N/bvQ+ooFAEiCBL4EY7z/nSSmlEOIBYD/6dPy53uPTvH+uQO8rWiqE+Bjojd76KQl9sxyAWOAZKeULbfWeW5MaGfUvjwOlRodQ2k5C3/4H6tf8FPhcwYHJC6qqCDCZWOZdYGEBqj1ubomK5q8H9jNmx05RaS/kt8OmVPQJHzHRJAT9opP4cMM3zEqeRFRwJAHmAA5UH+STjd8Z+8YUnzHClaTafSl+qb4+NG7d2gumbNx4dq7TGbABIAh72C3xb5/3zzMfj+jXuyANC++1dyHqNQV956S+QC0wCMhFXzmfCnyDfp/omcB56L/LPUAKMBF9df3dQJkQ4hD6bk2vAmb0gnU48Ecp5T+AhcBoIYRVSnmFlHIC8BsgS0o5UUo5EXgRP+rEo0ZG/UzSvLRb0b9BlQ4mmLqaZ3P+8WNEbvVFy2pqGBsczJ+Ki0gKCOCx7rHct68QIQTP9IhnX9zUFTlJI0ymuqVJFybMdZuEKW7wc+eSc+/3v1zvbz+9SK2zjjJ7JfWuet699CkD353iKzxI91u2nw8j6Gp0FkU5HXFxeSuS+6zuYTLJBO9D7mpCh100a0Nue+Y4YlQ0F7jE+/Aj3j/R6AWlC31EFPTR0eeAvwBvoC9uGo++d/3TUsq3hRA70UdDQ4HNwAjv+U7vPyejN9VvGBVNRi9u89BHRTcC/5NS+kU3HjUy6n/eADYYHUJpXQKPR9v37MJe2+znR5jNnBseTleLhbNCw1hUVcU/Sw6wsraWgTYb/3e4pjy3z9ldnLUL+syJv2mvSZjijr3ersN7iQqKZEBMb9YUbqRX5HGHKJ2UCWGO80TmnPpIRfFtxcUDJi7LujK2uLhvupRUAK+3dyHqNRx4CL0gbGjPUA8sQt+y0w7sQi8iS9CL00JgGL+Okr4P9Ade8o6M9kDf6nMD8AnwEnrD/EJgK7DrmFHRNXhHRtFHRS2A3/QtU8Won/GuDvyD0TmU1vVQxWtpQ1cfnC30H1K/SAkPJ8JsJt/hINxsZnJYl7ribqNcjqoP3ZO6XrA5yBIypuHYId36HXXN2X0nM7vvZCICw/jdkDnt9E4UfzDalaxGRZUOQUpzwI7tk2asXHHJYbs99M/GZJDpwCz0XZXK0QvQkeiFphPYCwwAioFDwE/oi5Yq0UdMzejFYy56K8dN6LstNfRIfQ19dBT0QnQLcOFJIs0FhgJZrfH+2oOapvdTSfPSPgN+Z3QO5fRd5fjfomu+zxwipOjR2PMVbjcN0/Y7J2lZZe4l7nhbWOjkbhePFEKoD5RKi7xl+znfI2Rvo3MoSit5UNO0fxn14kKIXUAX9Cn4MGAbEA7UAVXAGPTRUgdgRS9IL0FviG9Fn5KPRb/ftOG+7rXe488G3gGC0Kftc4BvpZQLvK+dhL5XvV1Keb4Q4u/AJinlp234lluV+kXmvx5A/yZX/NgMuXzFVQsz409UiAI0TNuXD7g8vdK8l0CqBkzudlEvVYgqpyPJ022P0RkUpZXsAIxeNT4Gfaq8xvvnP+hF5s3oU+6rgKfQR0tfQR8ZNaGPgHZHHwXdBvQEVnj/Xue9hsd7/lnoxagZWOjtSXrU7wEhRDr6qGmWEMIshDj1VmU+QI2M+rGkeWn/BzxqdA6lZQaL7TlPLHy13FbD5FMde7jLwE3rBl9qcVZ/FH9Rwt35NnMEZ42wAAAgAElEQVTQiPbIqHRc5aJmz2e2FQmnPlJRfN5FmqZ93d4vKoSIQi9CpwI7pZTvCSFeRO8D+hr6SOk+oB/61D3oo6USvcD8A/B3wIbeN7QSfVS1HngGfQvRPeijov8PfcHSiw3bggohNOB89OI0iV/bOjUwA69IKX1+0xy/qJiVE3oSuBH9U5fiR+IoLfpz1ut7bTWc8mbOemtYafbQm4Mdla+bpnX/7TqbOWhmO0RUOrhIGZIQIC2bHMI17NRHK4rP+tGgQrQLetGZhj7dXiqEeBToCgxGL0RXAYnoBeVGKeXFQojfo6+w34E+knqVlHLGEdddgt5X1IXe9qmeX3uVXgD8WQhRin4vahRQgF50BgFPSCm/9l7HjD7g2HDfqU9TxagfK0hNqUmalzYPfccGxU+EYK/Scp5fE1niOdkN6ABIhHvVuEcL66s/rksKHWSJC+oz41TnKEpT9XfHlW227DU6hqK0lAu416DXbuj7ucJbmC5Cv+fTir5IaTB6ATkUfUHRu0KI/6H3H62WUo4VQiwGRgohfvRe8xzvPyXwIdAHfdX80+hbgv5CCPEO+pQ/6AVrOfBPIcQj3sfM6LcD+PyoKKhitCP4AP0bfYLRQZRTM+Fx/23fMz/22lZ3ykIUYOOw2zNqXatFsEn2HR9zXnAjexYrSouNcCUN2Wze60TQIbYUVDqdpzVN22LEC3tX0COEmI7eI/Rx4CLgQfT2TW4gHn2a/lv0le3z0XuK3uTdxtMjpYzwXmeJlNJ1xI/4P6Dfe/rVCSK8g17U3uU9fz7wiZRyceu+0/ahFkD4uYLUFIn+Tatu/vUDD1e+nDZ49eHjWjg1Zl/clJUl4WHRnvqNY+fE31ju/fStKK0miIDoEGzrjc6hKC2Qj75LUbs7Zg/6y4Ey9GlzizfXYfSm9jb03uDPAevR7wf9O/r9oe8BU4UQh7x9RacLISIaXkNKWSSlrDjiNU/1gTEEP+oreixVjHYABakpK9FHSBUfdoPz04VTF+ePFYiwUx1bE9x999a+F3R3Vn8RMyP2srVWk21Ie2RUOp+hrgS30RkUpQXu1DTN3t4vesS9ouPR+4pq6LXUduAx9Kn1Hui/k0uBW4GD6FP3NuBhwCGlvBLIkFJGSymj0RcvObwvM18IsVwI8dgRL/2+EGKlEGK9EKIMeBm4RAixWwhRhL5IalMbvvU2pYrRjuN+9G94xQedJZdmXbJgZU/TSVo4NXCbAmpXjX7IXl/1n8N9wkbs7h6UOL09Miqd0yB3/EgkVUbnUJRm+ETTtB8Meu2GPegD0JvZj0ZfYPRf9BnKl4BJ6FP1Nej3iL4EXIW+y1IGMMh7n+gZQgi3EKIciAB+BMahL2AS6PedBgEcuwc9cCfwGXpLq79796Rv9+K8tahitIMoSE0pBe4xOodyvKEib/PcH78WZpcY3JTj14x5cH193cL9YZbA6DHRZw9q63xK52bBHNRFhm40OoeiNFE5Bi1a8o6KPoLenuk69JZOX6EXpLeit1d6HL0IjUMfPf0AfSHRmUAwsAAwSSlno4+SbpNSRgLp3mMqgVu823p+jV6kNrx+QCOxrHh7jgshLN5V9H5H9RntYJLmpX3FybcJU9pRvNi/919Zz+RElniatB/n9j6/WVrQLT7YbV845DcJ9+y2mAIGtnVGRdllOrDu54DNo43OoShNcIemafONeGEhxAz0lesrgXXoI6Fb0NsrzUQvJN3AbCAVfbFSOHpT+/uBO7zH34pefCagL3IKR9+Rqdh77mz07T/PBEZLKVO9r/8a+mLlBH7tKdoTfdemw+iF6aNSSqNGjVtMjYx2PHfwa3NdxUBh1FRoOS+sb2ohejiy/5bdcWN6OWu/7zMr9qo1qhBV2ktvT7eRQnLA6ByKcgrLgVeNenEpZbqUcgUwDX2Lz0Xo948moo+EHgRGoY9oxqE3qX8EvYD8Cn2UcxiQ6R0ZfQ19pHcJ+l72Y9AXt77tfaw3R9RpUspb0VfsZ3lHTuvR70U9wztNP8YfC1FQxWiHU5CaUoT+CUwxkAWX829FTy+Oz3Ocd+qjwWENO5g97I4QR9UH9oERE3KiA3tMa+uMitJAIExxni5bjc6hKCfhAm7TNM3Q6VwhxMPAX9BX0Iehj4amADHoxWNX9F2RbkAvNudIKfd5T+/mPW+Y957R29EL1DPQ96h/Ev0+0A+llNPQF0IVnCiLlHKGlHLEEdf3W6oY7YAKUlPeRP/Ephjkkcp/fz9wVcUs0YRevhLhXjnu0T31NV/siQzoYhveZcbI9sioKEca7UruZnQGRTmJpzVN84XV4q+hT8+PBPoCP6MvVhqDvt/8d1LKUPQC8x30Vfag11s7gI3AXO/I6CLgN95dkgLQtwhdB1wrhHgGuAxIa2wP+iP50x70J+LX4ZWTuhW9zUOo0UE6m1udH/4wYfGeMQIR3pTjNw69LcPu2Wo1eUrGzu55T5EQIqStMyrKsWJl5CCzNO10C08fo7MoyjG2Y1BP0SN5R0WLpZRnHbEH/X3oheQ36COZ+UKIhtZPNcCZ3vOq0Vs7RaJPzQP0B/KEEP9Br8fc6IuRZgJnAU9JKSsa9qAXQvyytacQYsUR0fxqt6XGqAVMHVjSvLS7gBeNztGZnCt/zpiblhZldokm9QUtip20KqfPWV0c1f/pMSf+xvWRAd2mtnVGRTmRxdYt6TvN+9WWs4ovcQNTNE1baXQQ72r6T9GLys3A3egjnm70KfhrgP1Syg+8gwoO9NHO8GPOm4s+ULRCSjlECBEmpawSQlyHvtL+nfZ9Z8ZTI6Md27/Rd4dQBU47GCW2bLhtUZq5qYVoTVD33bn9L+npqHi1bmjkNFWIKoYb7erdZ6dpv0Sgtp1VfEWqLxSiAFLKMvQRSwCEELOBh/i1WX3D41d4/xoAPOndovOsY46Zg35/KN5C9Hb0rURvarM34MPUyGgHlzQvrT+wAb0pr9JGEkTx7n8ue2Zr5AHZpJXzbpPVnjHln3vs1R8e6mINjJ4dd22iEEL9N1IM954tfZNDuIYZnUNR0LfQnKBpmtPoIG1BCGGVUjq9f49C36u+/BSndUhqAVMHV5Casg34q9E5OrJIqsr+nPPChqYWogBrRj+4tr5+2X6zrBk2K+5qmypEFV8x0B1fZnQGRUFvW3RtRy1EARoKUe/fD3fWQhRUMdpZPA2sMTpER2TF5dCKn06Pz3M2qYUTwI7ki5dW2lyR7vr1k86Ov36zWZiT2jCiojTLcFfCMCQdtgBQ/MZjmqZtMTqE0j5UMdoJFKSmuNG3Lqs1OktH81jV89/3X1nVpBZOAGWR/bbsjp/cz1n9RdTIqFkrwqxRk9o6o6I0RyABXUIJXG90DqVTWwo8Y3QIpf2oYrSTKEhNyUVvQaG0kjuc730/9ueisU1t4eSwhh5aP+yu8Pqq94u6BsaX9w8fO7GtMypKSwxzJbiNzqB0WlXA9ZqmeYwOorQfVYx2IgWpKa8BnxudoyO4iIVLUxZsSDBJEd+U4yXCs2rcowUO+/e7AoSnz8zYK8KFEAFtnVNputKawzjdrlMf2AkMcPcYhaTS6BxKp3SfpmkFRodQ2pcqRjufW4C9RofwZ+PFhvU3LlpgaWoLJ4BNQ29ZaqdIepzbp54df+M2kzD3bMuMHV1pzWF++5+7ACiuKmXcv3/HpR/ew6Uf3sOh2sbXAJTXVXHdfx/kvHdvYd4P/w+Ad9Z+Tsq7t1LrsJOevwqrWXW7A7BgDoyWoRuNzqF0Ot9omvam0SGU9qeK0U6mIDWlDLgavUmv0kx9RGH+fcvfL7HViMlNPacoduKqksjEvs6a75LHxpyTGWIJH9+WGTu68roq7kt7ArvTDkB2UQ53T76W/171Av+96gWigyMbPe+LzQv4zeCz+O7616l22NlQvJUtJTu4ckQKG/ZvJdiqGhocaZSrt9oJTGlPhXTSHpuKKkY7pYLUlAzgH0bn8DdRVBz6U+5LmyL30+QWTrVB3fbk9r+yt6Pqg4rYoN6FyaHDp7Rlxs7ALEy8fJFGaIBeK60ryuHjDd9y7js3k5r+2gnP6xIUTt7BfCrqqiiqKqFHeDeklLjcLtLzV3NGsrqF90iJnq4jhKTY6BxKp+ACLtc07aDRQRRjqGK083ocfcWi0gQBOOu14qczemx1NbmFk9tkta8aO8/uqP4s12ayxE7rfklXIYSaBz5NYbYQwm2hv3x9RvIEPr3yBb697jXWFW0ht2Rno+eN6zmcwooDvL32c/pFJxIZGM703uP4cedy4sK6ctPnf2LZ7nXt9TZ8nkCYeniithmdQ+kUHtE0bZnRIRTjqGK0k/K2e7oSKDE6i++T8q/Vzyzou7KmyS2cANaOfmCtw7npkHQXTZ0Tf2O+SZji2jJlZzUmfiihtmDMJjNDuvUjv6zxW6KfzXqHJ+fcz71TbqBPVAKfbvqOCwedyR+n3Eh4YCiz+kziu23p7Rvex412JavvWaWtfQ38y+gQirFUMdqJFaSmFAHXAKqFxkn8wfXm9yN/Khnd1BZOADt7X5hRGRgQ57IvHTGx6wVLgyyhY9syY2d2zacPcKD6IHZnHUsLVjMgJrnR4yrqqthaugu3x8364pxftl/PLyskKTKeALMVj9oe+SjdZUR/szRtNzqH0mEVADdomqb+x+vkVDHayRWkpiwCnjQ6h6/6nUhbMntBbqJJiiavfi+L6JtT0GvmYEfVR8QH99+WEDJoeltm7Ozum3IDl390Lxe+fzvXjryQPtEJbDtYwFNLXz/quLkTr2beD/+Pwc+dR4W9iosGn0lVfQ1dQ6LoF53Ehxu+YVriGIPehe9K9nTfZ3QGpUNyoN8nqrafVRBSjQR0eknz0szAj8BMg6P4lMmmdWsfXPifusBq0eRFRw5ryOGsSU/W1lW9tydQOPtc0OsOkxCmrm2ZU1HaUqWw7/s0YFmPX4aSFaV1/EHTtBeMDqH4BjUyqjTcP3oVcMDoLL6iv9i98+5lHx5qTiEqEZ5VYx/Nd9Rl7MRTPmFO/I3FqhBV/F24DIq3YVE9R5XW9LkqRJUjqWJUAaAgNaUYuAR96qRTi6G89OGtL2+J3M/ZzTlv85DfL7WbKgLd9esmTen+m0ybOXhkW2VUlPY00B2vdmNSWstOVD9R5RiqGFV+UZCakgncYXQOIwVSb9f2P70sLtfd5BZOAMXdJ6wuieo31Fn9eWRiyOCNPYL6qvtElQ5juCtxOJJ6o3Mofq8G+K2maerDjXIUVYwqRylITXkLeNboHMaQUqt+emHyitozmtPCqTao696cAdf0qa/6oCDYEi4mdD0/WQih7q9TOgwb1ohQGbje6ByKX5PANZqmqVs+lOOoYlRpzIPA90aHaG/3u177bthPh8Y0p4WT22SpWzX2TzXO2u82CmkfMSf+hsNCiKi2zKkoRhjuTjQ6guLfHtM07UujQyi+SRWjynGOaIifa3SW9nKV+OqnmQu2JTWnhRPA2lEPrHa686s9zm3TZ8RetizAFDi0rTIqipEGuHuMQlJhdA7FL32oadoTRodQfJcqRluZECJaCGFupWuZjZruLUhNqQAuBA4b8frtabpp1apLFy0NtDjFkOactyvp/IzK4PA+zprvevcJG7mqe1DijLbKqChGM2OyxcgwNcWqNNcq4GajQyi+TRWjre8p4OKmHiyEeEwIkSeEyDz2D5AFGNYaqCA1ZQdwKeAyKkNbGyx2bbtj2SdlzWnhBFAe0Sc3P+GskY6q9w+HWbrUjIk+e1BbZVQUXzHK1bvJt7AoCrAPuFjTtDqjgyi+TTW9byYhRATwMWBGXxn4MLAQ2OE9JAC9yG/4n28AMAaoP+a8y6WUDiHEA8B+KeUH7fYmmilpXtqdwL+NztHaYjl84B95qSt75HoubM55TktIWebkJ2vqaj7bKVz7J16ceM8uqylAFaNKhyeR8i3bz8VS0MPoLIrPswPTNE1ba3QQxfepkdHmuxp4Rkp5NrAfmAQsAR4FHgDuAe7y/v0hYDH63u/HnnfOEdc0NTa1b+Q0/ZEKUlNeBl4xOkdrCqau5s8H/rUiLtfTrBZOEuFZOe6RnU5H9h7p2jfjjLgrV6pCVOksBELEe6LVXvVKU9ygClGlqZrcvkbRSSlfPuLLrkCelPJdIcTlwO3AMmA1MA0okVJe5z322PNKjvh6EnCLEMINdAcEesFqBq4BdrfFe2mme9BHeWcZHeR0CTyev1X/vx97L68/QyCa9f/A5sE3La0zO3q5qtK7D4gYnxUTGK/6iSqdyhhXco9C8yGjYyi+7XFN0z41OoTiP1Qx2kJCiElAFynlCu+o5gNAMnoBORMIBcKFEJ9IKQsaO8/7UACwREp5h/f5awCLlPKd9novTVGQmuJKmpd2KbAS6Gt0ntMxz/3K94N/Km9WCyeA/d3HrSmJGTLGUTG/JMLatWREl5kj2iqjoviqrjK8n1matrmFp7/RWRSf9AGgGR1C8S9qmr4FvH0kX8S7pZmU0g3MBcajT8u/KqUcgd4eKfBE53n1wk9WrBekphwGUoBSo7O01PXisx8n/7ArsbktnGqDYgpzBl7fx1H10SazEHGze1zrFkKEtlVORfFlfdzdi43OoPikH4CbNE1Ti1GUZlHFaDMJIQKA/wJ/klLu9j42GXgSeB599fl9Qohvgf8Dok50nld/IK/93sHpKUhN2YZ+v6vfbec225S18uJFy4MsTtGsXqBuk6Vu9dhHqpz2pZuk5/Dk2XHXrrOYrP3aKqei+LpRrt79kXiMzqH4lFXAJZqmOY0OovgfVYw2383AaOBRIcQS772iq6WUZ0opzwfeAp6WUp4vpZwNrPZO4x93nhAiDIiVUu454vo+/9+kIDVlHXABv3YM8HnDxbbcm5d/Xt7cFk4A60bdv8bhKfG469dOHBI5JTPS1m1qW2RUFH8RRlCcDavqOao0yANSNE2rMTqI4p9Ua6fTJISYjb5q3nGCQwKAJ6WUixs59xJgmJTyr96vb0ffivMmKWV6G0VuNUnz0i4AvsDH7z2Op7T48W1Pre6RI5vVwglgV9J5GfkJZwypr3jVHhUQWzO7x7W9hBBBbZFTUfzJWsuuzPWWfPXBTNkHTNE0zRcW2ip+ShWjBhNCWKWUTu/fowCPlLLc4FhNljQv7RrgPfQOAD4nBHv1Uwce/6n3cmeKaGbRXB6enLt25H2J9ZWv51hwDrg48e6DZmHp3VZZFcWf1OOseN+2NBCBzegsimHK0XuJbjY6iOLffH5KuKNrKES9fz/sT4UoQEFqygfAvUbnaIwJj/vxmqd+6r3cMbO5hajTEly+fuS9oc7a71cja8aeHX/9ZlWIKsqvbFgjwmTQeqNzKIapAy5QhajSGlQxqpy2gtSUF4C/GZ3jWI+5X/h+4I+VYwQiojnnSZCrxj263eXaUeJx5k0bGXXG0jBr1KS2yqko/mqEO1H9Dumc3MAVmqZlGh1E6RjUDxKlVRSkpmjobat8wu/FRz+O+2FvUnNbOAFsGXxTep3F1NNZk5bUNbDn1v7h4ya2RUZF8Xf93HEjkfjVbI5y2iRwu6ZpXxkdROk4VDGqtKY/oDc8NtQ5pqXLUxatDmxuCyeAA93GrDkQM2JSfdV7h6wmm2Vm7BVh3rZciqIcw4wpoKsM32R0DqVd3aVp2htGh1A6FlWMKq2mIDVFAjcC3xqVYbTI3XL98i8rA6tNzV7law+MKdwy6MY+jpovViAdQ+f0uHGrSZh7tUVORekoRrl6N2snM8Wv3a1p2sunPkxRmkcVo0qrKkhNcaE3/l/a3q+dIA4Uzs17c2dksWlOc8/1CEv9qrF/qnTVr98qXYUzxkbPSQ+xRkxoi5yK0pH08kQPF1IUGp1DaXP3apr2ktEhlI5JFaNKqytITalD3za03XqlhlFT8af9z6yNy+G8lpy/dtR9q5yiKshlXzK0e1DSpuSwEc1ujq8onZFAiF6e6J1G51Da1H2apj1vdAil41LFqNImClJTqoFzgYVt/Vpm3K7Ha55akrjc1ewWTgD5iedmVob1GO2o/NBtMwU7pne/NEYI4dON/BXFl4x2JTd7oaDiN+7XNO05o0MoHZsqRpU2U5CaYgcuBL5uy9f5q+fZH/r/WD26uS2cACrCe+flJ6WMcVR+mA3uPnPib8w3CVNcW+RUlI4qRob1sUhTntE5lFb3oKZpzxgdQun4VDGqtKmC1JR64BLg07a4/p2m9xaO+r44ySRFsxcaOS1BFetG3hvktGeslp7DUyZ2PX9pkCV0bFvkVJSOrq87dr/RGZRW9bCmaf8yOoTSOahiVGlzBakpTuAq9G1DW81F5h+zzlqYHdKSFk4S5Kqxj25zu4ur3fVrJsYH91ufEDJY7bOtKC000tV7ABKP0TmUVvGIpmlPGR1C6TxUMaq0i4LUFDdwA/Baa1xvgmnzpiuWfVcVWG1q0UKjnEE3pNcFBPZ1VH8WHmgOLZ/S7eJ4IYS5NbIpSmcUSmBsINYNRudQTotEX6z0pNFBlM5FFaNKuylITZEFqSm3Aae1KrO3KNpz29a38yOLTee05PwDXces3d91zNT6yvd3CIg7J/7GIiFM3U4nk6IoMNjVq8boDEqLuYDr1WIlxQiqGFXaXUFqyr1AakvOjaC6/KEDz62LzREtauFkD4zet2Xwjb2dtT9kIqvHTen2m0ybOXhkS66lKMrRhrp7DUdiNzqH0mx24Deapr1vdBClc1LFqGKIgtSUPwF/ac45FlzOx+2pGYnL3Ge0pIWT3tj+kQq3c3uBx7l1ekLI4DU9gvtOb+51FEVpXACW8HAZlG10DqVZKoA5mqYZtnOeoqhiVDFMQWrK34EHm3r83+TTC/sutI9sSQsngHWj7l3pMjm6OGu+TQi2hB+Y2PX8ZCGEaMm1FEVp3Ah3krr32n8cAGZompZhdBClc1PFqGKogtSUfwG/R79f6YTuMb+1cNh3JYktaeEEkJ94TmZFWMKk+sr3DwpMEXN63HhQCBHVkmspinJi/dyxo5AcNjqHckr5wBRN09SiM8VwqhhVDFeQmvImcAFQ3djzl1h+yJi5cHOwtQUtnAAqwpLy8pPOH+Os/mIZsn7Y9NhLlwWYA4edTmZFURpnwmTtJiM2G51DOalN6IWo2sZV8QmqGFV8QkFqyg/AdKD4yMenmrKzf7tsYW1QlalFPUCdlqCKdaPuC3TVZ2d7XHtnJIeNWBkblDSjNTIritK4Ua7eXYzOoJzQMvSp+eJTHqko7UQVo4rPKEhNWQ9MBHIA+onCghvz3t/bpcg0pyXX0xvbP5LnlmUel33x0DBLlz1jo+cMbM3MiqIcr5cnepiQYq/ROZTj/Bc4U9O0MqODKMqRVDGq+JSC1JQ9wJRulH19f8nzG+K2iHNbeq2cgdel19nChjoqP3KZMAecFX9DjRAtW/ykKErzJHhi1BSwb3kSuFzTtDqjgyjKsZrdHkdR2lpBako5WsSlG1fEvSAQLfoeLek6at2B7uOnOyrfWw6uKWfEXbPUagpQbZwUpZ2MdvVO2G0uNTqGAk7gdk3T3jI6iKKciBoZVXyTVuEYvmXr7cBj6FvUNZk9MKpo8+CbEp32zEzpOTSlf/jYZTGB8aoQVZR2FC3Dki3SnGt0jk6uHDhXFaKKr1PFqOLTBm3N/QdwOVDblOM9wuxYNfaRMo+rqMRdv3pChDUmf2TUrOFtm1JRlMb0c8eWGJ2hE9sGTNA07SejgyjKqahiVPF5g7bm/heYCpxyQcS6kfeucJno4aj+LMwsLJ7ZPa5zCSFC2z6loijHGunqPQiJ2+gcndAi9EJ0m9FBFKUpVDGq+IVBW3PXA+OArBMdU5BwdlZFeO9p9ZXv7wBPzzPjrllrMVn7tV9KRVGOFIKtWxABanvQ9vUi+tR8udFBFKWp1AImxW8M2pp7IHfgoFnAS8AtRz5XGZa4bVfvC0c7a39YiqyeMSRycmYXW/cW9SZVFKX1DHH1rFtj3WV0jM6gHrhb07TXjQ6iKM2lRkYVvzJoa65j0NbcW4E7AAeA0xxUsXbUH21u546tHkfu1C4BsduHRE4dY2xSRVEAhrh7jUA27Z5vpcUK0HdUUoWo4pdUMar4pUFbc+cD0yXsXT3uT1s92G3Omm96WoTVfmaPqy1CiCCjMyqKAlYsoREyWE3Vt500YLSmaWuNDqIoLaWKUcVvDdqau3Jbv8tG222RFfWV75UAXc/qcf1Gs7D0Njqboii/GulKshqdoQNyA48CF6gdlRR/J6RsVgtHRfE5T19+vhnQRkSdMW1gxHi177yi+BgPHtdbtsXlCGKMztJBlABXapr2s9FBFKU1qGJU6TAK52WcDbwPdDM6i6IoR/smYM3SA6YKtfnE6csCLtM0rcjoIIrSWtQ0vdJh9EydthAYCSw2OouiKEcb7UqONjpDB/AsMFMVokpHo0ZGlQ6ncF6GCfgz8BfUBy5F8Rlv2X7e7REy0egcfqgMuEXTtM+NDqIobUEVo0qHVTgv4wzgP0Cc0VkURYEfrRvTC8yl6r7u5vkJuF7TtH1GB1GUtqJGjZQOq2fqtMXACGCB0VkURYExrmQ1Ktp0dcB9wFmqEFU6OjUy2skJIaKBcinlae8fLYQwAx7pY99UhfMyBHAb8BQQZnAcRenU3rUtyXEK92Cjc/i4DcDVmqZtMTqIorQHVYx2UEIICxAipaxo5Llo4Gwp5UdCiLeANCnlcfciCSGigDHAeinlQe9jjwHXAqWNvKwFuFBKWdKKb6XVFM7LSATeAGYbnUVROqvllrylWyyFalV94zzA08BjmqY5jA6jKO1FFaMdlBDicmAC8DfgY8AM1AAPAwuB7uifvpOBAPQGygBdgH7AYfSdPdKAK4BZUspSIcRDQJGU8oP2ezetq3Bexq3Av1CjpIrS7mqpL/3QltkFgcXoLD5mD3CdpmnpRgdprs4ww6a0LVWM+ikhRARHF/f3aHIAABJnSURBVJmXo49Y3g8c2fajJ2AHdgPFwErgXGC99+9H7txhAr4DxgJ9vNfqil6o/l1KuUAIsR4IByqBJCDPe24setuRF/zhh0jhvIwE9FHSs4zOoiidzYe2jDW1wjHW6Bw+5APgLk3TjpvJ8hWNzZQd8dybwHeNzbCd4Fp+O8OmtA1VjPopIcSdwHYp5SIhxCvA9+ijmlYp5RvHHBuIvqpcAq8AjwMvAC+jF5WVQCQwH5gDnAOcB1wIvAV8CpwjpcwWQjyAXqiO8f6zBBDwyyjHmVLK3W31vltb4byM36NPi4UbnUVROosN5t1Zq607phidwwcUoxehXxgd5GSEEF04eqbs98AnwA7vIQHogxl13q8HoP+OqOeYQRMppcP7e2S/P8+wKa1LTZP4KSnly0d82RW9KIwAHhRCXON9PBbY7/17AdALWIF+X9ID6AXYFvQfFH2A24GG+5RmoRehlwOFwHggG/2HzhLgn8BL6D9oLN7XOuBPhShAz9RpbxTOy1gAvI5eiCuK0sYGu+NHrrbsqEEQYnQWg0jgNeBhXx4NPcJw4I9SyhXewnQg+u+BV9ALziOZgHvRf89cDTxzxKDJOcDXDccJIczHTu2rafrOSRWjfk4IMQno4v0hMQhYBPzoffoF9Klo0O8dvRH4Dfr0+u/Qfyj0BGoBJ3CN99yh6FP549FHTeOBl4QQn6AXtKsbiRIG7Grlt9cueqZO2wucUzgv42b0UdIIgyMpSodmxRISKUOWlYuayUZnMcBW4FZN0zKMDtJUUsp0ACHEdPTfC49LKd/1rk24HViG/nthGlAipbzOe2pjgyYNJgG3CCHc6GsYBPrgiRn9d5FfDWwop0cVo37Mew/Pi+iFJejT9CXAPGAI+n2h+9EL0kDgH+hFZwTwAxAKBAM70T/F/gPYBxxAnz76SUr5VyFEGjAafdS0P3AIfdS04QfLPPSidpsQQgOi0EdiARKB26SUDZ+GfVbP1GlvekdJX0MvxhVFaSMjXUkBSwI6VeciB5AKPKFp2rGjiT5PCCHQZ8rKAKd3BPMB9EWwZmAm+u+UcCHEJ1LKgiPO/WXQxPtQALBESnmH9/lrAIuU8p32eTeKr1FN7/2UECIA+C/wpyOmxsegf8D4K/qN4X2Ad9FHMxtWzL+FfgN6FPqopwCs6N8LZmCv95ho4AEhRBnQDf0HUAjQA3gCvYjFe16qlDJUSjkauBP4TEo5UUo5EfgMvQD2Cz1TpxX2TJ12HnATUG50HkXpqJI93UchG13A0hEtA0ZpmvZXfyxEAaRuLrARfYGRG5iLPlK6GHhVSjkCuJL/396dB0le3nUcfz8zOzMcQpYjgDKLIQFdzgRWQIEJq+CxhtKkEkEwpgghMakkVWgItNEyrQEZjUeM6CaEGxGIwWBVODRxWWgiK8gRdovFhJuO7BKOheyyB7P7+Mf3N0wzzOzC0r3P9Mz7VdU1dE/Pr79NUc2nn+P7xOAH8KpBk9NbLjeH6NgiAYbRbvYRYrTyj1JKi6vpkrlEEN2fCKF3EKOmX2NsLejZwLEppWcZmxZ5rHruXOLEot2JtlAPAauJb7vPEut9rie+Ha8G9qle71F4Za1P77g6+xhb1N41BoeHLiVGgS8kRo0ltVEPqXevPHt56To67EXiC/qx9Xr9gdLFbK2U0jkppdGp99nAqpTS0cD5wN8BvwX8fkrpW8C5xOzYZIMmEJ+t/4tUcTf9NJFSeh9wIBE6DyYC6J8SH4ZHEucb/ysxRX8hEWZXEyOp9xHT8o8SwXRvYHn1u58DjgCuq/5+ATHSeSBjHyajC9B7gUVEs/1PVXVdCfx9zvnOjrzxbaBZa7yL+MC1UbfURk+l5x+4YeCe6Xoa07XAZ6bDUZ7VpqWvAwPAMuDTQE/O+eXq96/aHZ9S6iO+xH+MmEn7XnWphUT7wCU554Narv+h6nqXbZM3pCnHMDqNpJR6iCn1DURj+/cDzxBHYc4ipoq+AnyC2M0JESAfAn6RmG4fTCl9J+d8QnXNxcQu8xeAY4neo3sDhwB3E0sD3jZ60lNKaT7wAWIt0f8Q7Tzm55zXTlJz1+ycbNYaJxFHinq+ttQmlwwsenRTyvuWrqON7gbOrNfrt5cupFNSSicQs2yTnRLVD5yfc75lgr/9AHBIzvnz1f2PA58FTh/dKKWZxzA6zVTTIjcRwfLb1WNXESN7f0aM7q0BHgD2JdaB3kss2TiM+CB9NxE+nyQWpx9MbHhakHN+smpwfFTO+eAqrC4gPnyuIab4dwUOqPrJXQMcQ+yknEXs3Kd6/g+Jta1d0+C4WWtsT3xwnsPYullJW2lR39LFj/Q+Pb90HW2wEvgccFm9Xndpz2aklPpaRlV3JQYkXKM/gxlGp5mU0id47bTI2cDFwAHESOleRGB9D7BDzvl3U0o7ADflnI9LKe1F9B/9G+BUYIRoYrymumYP0crpVmLd6hqijdS9RH+5+cA3c84frGo6m5jaPz7nfGL12GeAl3LOCzvzb6KzmrXGIDFKekrpWqRutiqtefwbA0u6ebZhPfAl4Lx6vf7j0sVI3cgwOs1NsJb0DOBqYgRzf+KD9Alio9HhxBGhbwHuyzl/OKX0t8QuyA3EetKPVpe+qLrWRdXzVxMjhbsSYbWH6BO3jmj7dCPwUy1htEaMJFxBl0zTT6RZaxxDjDrPK12L1K0uH7h12ctp5ODSdWyF64l1oV3ZY1maKgyjM8DoWtKc84qq39u5xFGfJxEhqrVJ/ucY29jUR+wE7c05H51SGm3F8QIx7f5V4L3AQTnndSmlLxOB9T3EBqrtc86XVovb30VM5y8lGhy/lQijzwEf7LaTm1o1a40e4DRiRHrPstVI3WfJrO/ftmzWk920QXApsS50UelCpOnA1k4zQM55UxVEX+n3lnNeQzTJf4KYuj+XOLrtser+j4iNS6uAkZa2TZlYS7oROIHoOzo6xbYLsUv/dCJkjgazfuIY0jtyzvOrx14CfiXnPNTNQRRgcHho0+Dw0CVEu5K/YvJF/ZIm8M6Rtx1EZqR0Ha/D48Rn3GEGUal9PIFphthMk/zzgO8TU+xfqB6fDSzKOZ+WUvpz4DdzzhtTSpk4ym6Q+G9nHnAnMFBd/zjgiznnx1NK8xj7sjMH+G5LOecRp210fcuTVoPDQy8Cn23WGhcQI8wfJkaXJW3G9vTvtiMDd61h/RGla5nEU8Tn1tfq9bpfNqU2c2R05pisSf5y4mzhy3PO86uRywepmhYTo50bqwbHdxMnMa0jAuz1xG772dX1dwPOrHbYnwo8WS0R+BkmOLc+pdSbUpp2X4gGh4ceHxwe+j1gP2Ipg//zkrbg4JE5U/GktmeI7hnvqNfr/2AQlTrDNaMz1CQbm0aIxvaju+43EefWHwAMjW9wTKwB3Z9o3bSJaBPVIBrsLyDC6q8Soff+lpffnTj96TlgYc75kg6+1eKatcY+jI2U9hcuR5qSRti49rKBxSMkdipdC7Eu/q+BL7lDXuo8w+gM1rqxqeWxHav1pK3Pm6zBcS+xdvSVBsfVSR2/DNxWrVO1wXGlWWvMIULp6RhKpde4rn/J7c/3rDm2YAmjbeq+WK/Xny9YhzSjGEbVcTY4fjVDqTSxh3tW3nNL/7LDC7z0amJJzV/W6/WuOIBDmk4Mo1IhVSj9Q2K9raFUM94m8sZLBxY9k9M2a5G2khgJ/cd6vT5jvyBLpRlGpcIMpdKYG/vuufX/ep8/rsMv8wOiDdvl9Xp9fYdfS9IWGEalKaJZa+xNHDLwUeJQAGnGWZFWPfitgbvndujydxLH+H7T8+OlqcMwKk0xzVpjADgZ+BQwVfsuSh1zycCiRzal/PY2XvImYj3o4jZeU1KbGEalKaxZaxwJfJo4utUpfM0It/Qtu/Xh3pVvdqr+JeCfgS/X6/WlbShLUocYRqUu0Kw19gA+RhxQsHfhcqSOeiG99OS/9N8xSCJtxZ8/AHwFuKJer7/Q5tIkdYBhVOoizVpjFvBeYrT03YXLkTrmioFb79+QRg59nU/fQBzYsbBer9/WwbIkdYBhVOpSzVrjUGJd6e8AOxQuR2qr/571g8bSWU8MbeFpjwEXAhfbH1TqXoZRqcs1a43ZwGnAh4DDylYjtcdaNjx31UBjJxJ94361kdiQtBC42V3xUvczjErTSLPWmAucWt3eUbgc6U25euD2O9ek9UdWd+8DrgSuqtfrKwuWJanNDKPSNNWsNY4iQunJsM1OtJHaZnnvD//9u30PLiU2I7kjXpqmDKPSNNesNXqB44lg+j5g57IVSZv1LHAdcDVw2+DwkNPw0jRnGJVmkGatsR1wIhFMfx0YKFuRBMCPgeuBa4BvDw4PvVy4HknbkGFUmqGqjU/vB04BjgNmla1IM8wzwM1ECL1hcHhoXeF6JBViGJVEs9Z4C3ACsAD4NWysr/bLwN3AjdXtLqfgJYFhVNIEmrXGIUQwXQAcA69pryO9HquA/yDC582Dw0Pugpf0GoZRSZvVrDV2IjZAjYbTOWUr0hR3P2Ojn3cMDg+NFK5H0hRnGJX0hjRrjYOIqfwFwBDQX7YiFbYa+E+qADo4PNQsXI+kLmMYlbTVmrXGjsTmp18Afh44EltHTXePAHe03O539FPSm2EYldQ2zVqjB5hLBNPR20FAT8m6tNXWAncxFjyXuO5TUrsZRiV1VLXm9AjGwulRwB5Fi9JkHuPVo57fs+enpE4zjEra5pq1xr6MhdN5wIHALkWLmllGgIeB5dXtLmKz0YqiVUmakQyjkqaEZq3xk0QoHX/bvWRdXW418GB1W97y8yFHPCVNFYZRSVNas9bYDdi/uu037p9nFyxtKlnJ2Chna/BsDg4P+SEvaUozjErqWs1aY3dgX2BPYK/qZ+tt9LFuDK0Z+BGwAniquq2Y6Ofg8NDqUkVK0ptlGJU07TVrjQFi09REgfWtwHbAQMvPgS3cT5t5uQ3AOmIn+tqWf57ssZeIc9rHB86nbZkkaSYwjErSG9SsNfoYC6j9RABdC6zzvHVJemMMo5IkSSrGRtSSJEkqxjAqSZKkYgyjkiRJKsYwKkmSpGIMo5IkSSrGMCpJkqRiDKOSJEkqxjAqSZKkYgyjkiRJKsYwKkmSpGIMo5IkSSrGMCpJkqRiDKOSJEkqxjAqSZKkYgyjkiRJKsYwKkmSpGIMo5K2Wkppt5RSb5uuNasd15EkdZeUcy5dg6QpLKW0KzAPuDfn/My4310M3Jhzvu51Xusi4EjgxQl+3ZNzPvrN1itJ6i6GUUmTSintAtxQ3X4bOAO4Fnioeko/McOyrrr/s8C8nPPTKaU9gW/knIdarncBcE3O+fZt9BYkSVOc02KSNudQ4A9yzkuqYDoXWAwsBNaPe24PcCawqXru5cCOE1yzJ6XUk3Pe1PpgSmlWznmk3W9AkjS1OTIqaYtSSu8GzgVOzDm/mFI6Gfg48F/AXcAQ8HTO+S+q5+8MJODfcs7zW65zATACHA5sAn4aeAFYRXw5/qWc84Zt9b4kSeU5Mipps1JKCTgZeB54udqwdBbwdqAXmA/8BLBzSunanPNjOecXq78df7l+4Mqc85nV7/8YuD3nvHgbvBVJ0hTkbnpJm5XDJ4H7gd/IOW8EPklsRLoF+GrO+Z3AKcB2W7jcHOC5TtYrSeoujoxKmlRK6RzgqZzzFcBsYFVK6WjgC8BaYnR0fUrpJCKI/skWLrkP8HgHS5YkdRnDqKTNuRD4ekrpDGAZ8B2iBdPxACmls4AVOed/qu73pZR6q9HTV0kp7QesHLcm1NkZSZrh3MAk6XVLKZ0AnA1MtsmoHzg/53zLBH97FvBszvnS6v7ngY8Qm5YeGv98SdLMYBiVtE1UG6F6R9s3pZT2ANbknNeUrUySVJJhVJIkScW4XkuSJEnFGEYlSZJUjGFUkiRJxRhGJUmSVIxhVJIkScUYRiVJklSMYVSSJEnFGEYlSZJUjGFUkiRJxRhGJUmSVIxhVJIkScUYRiVJklSMYVSSJEnFGEYlSZJUjGFUkiRJxRhGJUmSVIxhVJIkScUYRiVJklSMYVSSJEnFGEYlSZJUjGFUkiRJxRhGJUmSVIxhVJIkScUYRiVJklSMYVSSJEnFGEYlSZJUjGFUkiRJxRhGJUmSVIxhVJIkScUYRiVJklSMYVSSJEnFGEYlSZJUjGFUkiRJxRhGJUmSVIxhVJIkScUYRiVJklSMYVSSJEnFGEYlSZJUjGFUkiRJxRhGJUmSVIxhVJIkScUYRiVJklSMYVSSJEnFGEYlSZJUjGFUkiRJxRhGJUmSVMz/A6cXeqox3T8QAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,12))#将画布设定为正方形，则绘制的饼图是正圆\n",
    "plt.pie(ylist,labels=xlist,autopct='%1.1f%%')#绘制饼图\n",
    "plt.title('房间类型分布统计情况')#绘制标题\n",
    "plt.savefig('./2.3房间类型分布统计情况.jpg')#保存图片\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "户型太多，可视化效果较差，进行处理分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 495, 2636, 66, 1, 14, 144, 2, 45, 9118, 1586, 5, 2, 169, 18, 23, 3499, 2515, 35, 3, 114, 52, 2, 1, 259, 820, 79, 4, 14, 30, 7, 1, 22, 177, 64, 4, 1, 10, 5, 2, 54, 23, 3, 2, 3, 1, 4, 6, 1, 2, 2, 1, 1, 1, 1]\n"
     ]
    }
   ],
   "source": [
    "print(ylist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将房间数小于100的均处理为其他\n",
    "xlist1 = []\n",
    "ylist1 = []\n",
    "tmp_cnt = 0\n",
    "for i in range(0, len(xlist)):\n",
    "    if ylist[i] < 100:\n",
    "        tmp_cnt += ylist[i]\n",
    "    else:\n",
    "        xlist1.append(xlist[i])\n",
    "        ylist1.append(ylist[i])\n",
    "xlist1.append('其他')\n",
    "ylist1.append(tmp_cnt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,12))#将画布设定为正方形，则绘制的饼图是正圆\n",
    "plt.pie(ylist1,labels=xlist1,autopct='%1.1f%%')#绘制饼图\n",
    "plt.title('房间类型分布统计情况')#绘制标题\n",
    "plt.savefig('./2.3.1房间类型分布统计情况(优化).jpg')#保存图片\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "装修情况统计分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "directions = file[['Id', 'Renovation']].groupby('Renovation').count()\n",
    "xlist = list(directions.index)\n",
    "ylist = list(directions['Id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,12))#将画布设定为正方形，则绘制的饼图是正圆\n",
    "plt.pie(ylist,labels=xlist,autopct='%1.1f%%')#绘制饼图\n",
    "plt.title('装修情况分布统计情况')#绘制标题\n",
    "plt.savefig('./2.4装修情况分布统计情况.jpg')#保存图片\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "年份统计分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "yr_dic = {}\n",
    "for i in range(1950, 2018, 1):\n",
    "    yr_dic[i] = 0  # 初始化\n",
    "for i in range(0, len(file)):\n",
    "    yr_dic[file['Year'].iloc[i]] += 1\n",
    "xlist = list(yr_dic.keys())\n",
    "ylist = list(yr_dic.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,12))\n",
    "plt.plot(xlist, ylist)\n",
    "plt.title('年份统计情况')#绘制标题\n",
    "plt.savefig('./2.5年份统计情况折线图.jpg')#保存图片\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "fl_dic = {}\n",
    "for i in range(1, 58, 1):\n",
    "    fl_dic[i] = 0  # 初始化\n",
    "for i in range(0, len(file)):\n",
    "    fl_dic[file['Floor'].iloc[i]] += 1\n",
    "xlist = list(fl_dic.keys())\n",
    "ylist = list(fl_dic.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,12))\n",
    "plt.plot(xlist, ylist)\n",
    "plt.title('楼层统计情况')#绘制标题\n",
    "plt.savefig('./2.6楼层统计情况折线图.jpg')#保存图片\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "di_dic = {}\n",
    "for i in range(0, len(file)):\n",
    "    region = file['Region'].iloc[i]\n",
    "    if region not in di_dic:\n",
    "        di_dic[region] = 1\n",
    "    else:\n",
    "        di_dic[region] += 1\n",
    "xlist = list(di_dic.keys())\n",
    "ylist = list(di_dic.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,12))\n",
    "plt.bar(xlist, ylist)\n",
    "for a, b in zip(xlist, ylist):\n",
    "    plt.text(a, b + 0.02, b, ha = 'center', va = 'bottom', fontsize = 12)\n",
    "plt.title('区域统计情况')#绘制标题\n",
    "plt.savefig('./2.7区域统计情况柱状图.jpg')#保存图片\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
